Adaptive directional order filters and mathematical morphology for road network extraction on SAR images. - Jocelyn Chanussot; Imad Issa; Patrick Lambert (EUSIPCO, 1998)

Comparison of Prefiltering Operators for Road Network Extraction in Sar Images. - Philippe Bolon; Jocelyn Chanussot; Imad Issa; Patrick Lambert (ICIP (2), 1999)

Real Time Vector Median Like Filter FPGA Design and Application to Color Image Filtering. - Jocelyn Chanussot; Michel Paindavoine; Patrick Lambert (ICIP (2), 1999)

Watershed approaches for color image segmentation. - Jocelyn Chanussot; Patrick Lambert (NSIP, 1999)

Fuzzy fusion techniques for linear features detection in multitemporal SAR images. - Jocelyn Chanussot; Gilles Mauris; Patrick Lambert (IEEE Trans. Geosci. Remote. Sens., 1999)

Estimation of polarization on time-scale plane for seismic wave separation. - Antoine Roueff; Jocelyn Chanussot (EUSIPCO, 2002)

Simultaneous group and phase correction for the estimation of dispersive propagating waves in the time-frequency plane. - Antoine Roueff; Jérôme I. Mars; Jocelyn Chanussot; Helle Pederson (ICASSP (3), 2003)

On the use of morphological alternated sequential filters for the classification of remote sensing images from urban areas. - Jocelyn Chanussot; Jón Atli Benediktsson; Martino Pesaresi (IGARSS, 2003)

Lossless compact histogram representation for multi-component images: application to histogram equalization. - Jocelyn Chanussot; Alain Clément; Bertrand Vigouroux; J. Chabod (IGARSS, 2003)

On the use of higher order statistics in SAS imagery [synthetic aperture sonar]. - Frédéric Maussang; Jocelyn Chanussot; Alain Hétet (ICASSP (5), 2004)

Order filter with progressively decimated filtering window: application to colour image enhancement. - Jocelyn Chanussot (ICIP, 2004)

Decision level fusion in classification of hyperspectral data from urban areas. - Jón Atli Benediktsson; Jon Aevar Palmason; Johannes R. Sveinsson; Jocelyn Chanussot (IGARSS, 2004)

Classification of remote sensing images from urban areas using a fuzzy model. - Jocelyn Chanussot; Jón Atli Benediktsson; Mathilde Vincent (IGARSS, 2004)

Airborne remote sensing of vineyards for the detection of dead vine trees. - Jocelyn Chanussot; Patrick Bas; Lionel Bombrun (IGARSS, 2005)

Fusion of methods for the classification of remote sensing images from urban areas. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2005)

Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis. - Jon Aevar Palmason; Jón Atli Benediktsson; Johannes R. Sveinsson; Jocelyn Chanussot (IGARSS, 2005)

Street tracking based on SAR data from urban areas. - Sigurjon O. Sigurjonsson; Jón Atli Benediktsson; Johannes R. Sveinsson; Gianni Lisini; Jocelyn Chanussot (IGARSS, 2005)

Combining optical and SAR data to monitor temperate glaciers. - Emmanuel Trouvé; Gabriel Vasile; Michel Gay; Pierre Grussenmeyer; Jean-Marie Nicolas 002; Tania Landes; Mathieu Koehl; Jocelyn Chanussot; Andreea Julea (IGARSS, 2005)

Shape signatures of fuzzy star-shaped sets based on distance from the centroid. - Jocelyn Chanussot; Ingela Nyström; Natasa Sladoje (Pattern Recognit. Lett., 2005)

Dispersion estimation from linear array data in the time-frequency plane. - Antoine Roueff; Jérôme I. Mars; Jocelyn Chanussot; Helle Pedersen (IEEE Trans. Signal Process., 2005)

Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (ICASSP (2), 2006)

A Combined Support Vector Machines Classification Based on Decision Fusion. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2006)

Fusion of Morphological and Spectral Information for Classification of Hyperspectal Urban Remote Sensing Data. - Jon Aevar Palmason; Jón Atli Benediktsson; Johannes R. Sveinsson; Jocelyn Chanussot (IGARSS, 2006)

Advanced Processing of Hyperspectral Images. - Antonio J. Plaza; Jón Atli Benediktsson; Joseph W. Boardman; Jason Brazile; Lorenzo Bruzzone; Gustavo Camps-Valls; Jocelyn Chanussot; Mathieu Fauvel; Paolo Gamba; J. Anthony Gualtieri; James C. Tilton; Giovanna Trianni (IGARSS, 2006)

Classification of remote sensing images from urban areas using a fuzzy possibilistic model. - Jocelyn Chanussot; Jón Atli Benediktsson; Mathieu Fauvel (IEEE Geosci. Remote. Sens. Lett., 2006)

Estimation of polarization parameters using time-frequency representations and its application to waves separation. - Antoine Roueff; Jocelyn Chanussot; Jérôme I. Mars (Signal Process., 2006)

Decision Fusion for the Classification of Urban Remote Sensing Images. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE Trans. Geosci. Remote. Sens., 2006)

A joint spatial and spectral SVM's classification of panchromatic images. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2007)

European perspectives in hyperspectral data analysis. - Paolo Gamba; Antonio J. Plaza; Jón Atli Benediktsson; Jocelyn Chanussot (IGARSS, 2007)

Abrupt change detection on multitemporal remote sensing images: a statistical overview of methodologies applied on real cases. - Tarek Habib; Jocelyn Chanussot; Jordi Inglada; Grégoire Mercier (IGARSS, 2007)

Pan-sharpening using induction. - Muhammad Murtaza Khan; Jocelyn Chanussot; Annick Montanvert; Laurent Condat (IGARSS, 2007)

HYPER-I-NET: European research network on hyperspectral imaging. - Antonio J. Plaza; Andreas Müller 009; Rudolph Richter; Torbjørn Skauli; Zbynek Malenovský; José M. Bioucas-Dias; Stefan Hofer; Jocelyn Chanussot; Christian Jutten; Véronique Carrère; Ivar Baarstad; Peter Kaspersen; et al. (IGARSS, 2007)

Improved resolution for the detection of snow with MODIS using wavelet fusion. - Pascal Sirguey; Renaud Mathieu; Yves Arnaud; Muhammad Murtaza Khan; Jocelyn Chanussot (IGARSS, 2007)

Multiple Classifier Systems in Remote Sensing: From Basics to Recent Developments. - Jón Atli Benediktsson; Jocelyn Chanussot; Mathieu Fauvel (MCS, 2007)

Higher-Order Statistics for the Detection of Small Objects in a Noisy Background Application on Sonar Imaging. - Frédéric Maussang; Jocelyn Chanussot; Alain Hétet; Maud Amate (EURASIP J. Adv. Signal Process., 2007)

Comparison of Pansharpening Algorithms: Outcome of the 2006 GRS-S Data-Fusion Contest. - Luciano Alparone; Lucien Wald; Jocelyn Chanussot; Claire Thomas; Paolo Gamba; Lori Mann Bruce (IEEE Trans. Geosci. Remote. Sens., 2007)

Combining Airborne Photographs and Spaceborne SAR Data to Monitor Temperate Glaciers: Potentials and Limits. - Emmanuel Trouvé; Gabriel Vasile; Michel Gay; Lionel Bombrun; Pierre Grussenmeyer; Tania Landes; Jean-Marie Nicolas 002; Philippe Bolon; Ivan Pétillot; Andreea Julea; Lionel Valet; Jocelyn Chanussot; et al. (IEEE Trans. Geosci. Remote. Sens., 2007)

On the concept of time-frequency distributions based on complex-lag moments. - Bertrand Gottin; Cornel Ioana; Srdjan Stankovic; Ljubisa Stankovic; Jocelyn Chanussot (EUSIPCO, 2008)

Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (ICIP, 2008)

Speeding up Support Vector Machine (SVM) image classification by a kernel series expansion. - Tarek Habib; Jordi Inglada; Grégoire Mercier; Jocelyn Chanussot (ICIP, 2008)

Ensemble Methods for Classification of Hyperspectral Data. - Jón Atli Benediktsson; Xavier Ceamanos; Björn Waske; Jocelyn Chanussot; Johannes R. Sveinsson; Mathieu Fauvel (IGARSS (1), 2008)

Assessment of Feature Selection Techniques for Support Vector Machine Classification of Satellite Imagery. - Tarek Habib; Jordi Inglada; Grégoire Mercier; Jocelyn Chanussot (IGARSS (4), 2008)

On the Use of a New Additive Kernel for Change Detection using SVM. - Tarek Habib; Jordi Inglada; Grégoire Mercier; Jocelyn Chanussot (IGARSS (3), 2008)

Pansharpening Quality Assessment using Modulation Transfer Function Filters. - Muhammad Murtaza Khan; Luciano Alparone; Jocelyn Chanussot (IGARSS (5), 2008)

QNR Optimization based Pansharpening. - Muhammad Murtaza Khan; Luciano Alparone; Jocelyn Chanussot (IGARSS (5), 2008)

Segmentation and Classification of Hyperspectral Data using Watershed. - Yuliya Tarabalka; Jocelyn Chanussot; Jón Atli Benediktsson; Jesús Angulo; Mathieu Fauvel (IGARSS (3), 2008)

Classification of basic roof types based on VHR optical data and digital elevation model. - Silvia Valero; Jocelyn Chanussot; Philippe Guéguen (IGARSS (4), 2008)

Gradient Optimization for multiple kernel's parameters in support vector machines classification. - Alberto Villa; Mathieu Fauvel; Jocelyn Chanussot; Paolo Gamba; Jón Atli Benediktsson (IGARSS (4), 2008)

Fusion of Local Statistical Parameters for Buried Underwater Mine Detection in Sonar Imaging. - Frédéric Maussang; Michèle Rombaut; Jocelyn Chanussot; Alain Hétet; Maud Amate (EURASIP J. Adv. Signal Process., 2008)

On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separation. - Saïd Moussaoui; Hafrun Hauksdóttir; Frédéric Schmidt; Christian Jutten; Jocelyn Chanussot; David Brie; Sylvain Douté; Jón Atli Benediktsson (Neurocomputing, 2008)

Practical use of receiver operating characteristic analysis to assess the performances of defect detection algorithms. - Yann Le Meur; Jean-Michel Vignolle; Jocelyn Chanussot (J. Electronic Imaging, 2008)

Indusion: Fusion of Multispectral and Panchromatic Images Using the Induction Scaling Technique. - Muhammad Murtaza Khan; Jocelyn Chanussot; Laurent Condat; Annick Montanvert (IEEE Geosci. Remote. Sens. Lett., 2008)

Urban Mapping Using Coarse SAR and Optical Data: Outcome of the 2007 GRSS Data Fusion Contest. - Fabio Pacifici; Fabio Del Frate; William J. Emery; Paolo Gamba; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2008)

Improving MODIS Spatial Resolution for Snow Mapping Using Wavelet Fusion and ARSIS Concept. - Pascal Sirguey; Renaud Mathieu; Yves Arnaud; Muhammad Murtaza Khan; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2008)

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles. - Mathieu Fauvel; Jón Atli Benediktsson; Jocelyn Chanussot; Johannes R. Sveinsson (IEEE Trans. Geosci. Remote. Sens., 2008)

Foreword to the Special Issue on Data Fusion. - Paolo Gamba; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2008)

Synthesis of Multispectral Images to High Spatial Resolution: A Critical Review of Fusion Methods Based on Remote Sensing Physics. - Claire Thomas; Thierry Ranchin; Lucien Wald; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2008)

High-Resolution SAR Interferometry: Estimation of Local Frequencies in the Context of Alpine Glaciers. - Gabriel Vasile; Emmanuel Trouvé; Ivan Pétillot; Philippe Bolon; Jean-Marie Nicolas 002; Michel Gay; Jocelyn Chanussot; Tania Landes; Pierre Grussenmeyer; Vasile Buzuloiu; Irena Hajnsek; Christian Andres; et al. (IEEE Trans. Geosci. Remote. Sens., 2008)

Signal characterization using generalized "Time-phase derivatives" representation. - Bertrand Gottin; Irena Orovic; Cornel Ioana; Srdjan Stankovic; Jocelyn Chanussot (ICASSP, 2009)

Pansharpening of Hyperspectral images using spatial distortion optimization. - Muhammad Murtaza Khan; Jocelyn Chanussot; Luciano Alparone (ICIP, 2009)

Unsupervised classification of hyperspectral images by using linear unmixing algorithm. - Bin Luo 005; Jocelyn Chanussot (ICIP, 2009)

Unsupervised endmember extraction: Application to hyperspectral images from Mars. - Bin Luo 005; Jocelyn Chanussot; Sylvain Douté (ICIP, 2009)

Directional mathematical morphology for the detection of the road network in Very High Resolution remote sensing images. - Silvia Valero; Jocelyn Chanussot; Jón Atli Benediktsson; Hugues Talbot; Björn Waske (ICIP, 2009)

Multiscale Stochastic Watershed for Unsupervised Hyperspectral Image Segmentation. - Jesús Angulo; Santiago Velasco-Forero; Jocelyn Chanussot (IGARSS (3), 2009)

Kernel Principal Component Analysis for the Construction of the Extended Morphological Profile. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS (2), 2009)

Classification based Marker Selection for Watershed Transform of Hyperspectral Images. - Yuliya Tarabalka; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS (3), 2009)

Morphological Image Distances for Hyperspectral Dimensionality Exploration using Kernel-PCA and ISOMAP. - Santiago Velasco-Forero; Jesús Angulo; Jocelyn Chanussot (IGARSS (3), 2009)

On the Use of ICA for Hyperspectral Image Analysis. - Alberto Villa; Jocelyn Chanussot; Christian Jutten; Jón Atli Benediktsson; Saïd Moussaoui (IGARSS (4), 2009)

Ensemble Strategies for Classifying Hyperspectral Remote Sensing Data. - Xavier Ceamanos; Björn Waske; Jón Atli Benediktsson; Jocelyn Chanussot; Johannes R. Sveinsson (MCS, 2009)

Hyperspectral pansharpening using QNR optimization constraint. - Muhammad Murtaza Khan; Jocelyn Chanussot; Luciano Alparone (WHISPERS, 2009)

Unsupervised endmember extraction of martian hyperspectral images. - Bin Luo 005; Jocelyn Chanussot; Sylvain Douté; Xavier Ceamanos (WHISPERS, 2009)

Classification of hyperspectral images using automatic marker selection and Minimum Spanning Forest. - Yuliya Tarabalka; Jocelyn Chanussot; Jón Atli Benediktsson (WHISPERS, 2009)

Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (EURASIP J. Adv. Signal Process., 2009)

Detection and Localization of Transient Sources: Comparative Study of Complex-Lag Distribution Concept Versus Wavelets and Spectrogram-Based Methods. - Bertrand Cecil Olivier Gottin; Cornel Ioana; Jocelyn Chanussot; Guy D'Urso; Thierry Espilit (EURASIP J. Adv. Signal Process., 2009)

Support Vector Reduction in SVM Algorithm for Abrupt Change Detection in Remote Sensing. - Tarek Habib; Jordi Inglada; Grégoire Mercier; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2009)

Pansharpening Quality Assessment Using the Modulation Transfer Functions of Instruments. - Muhammad Murtaza Khan; Luciano Alparone; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2009)

Decision Fusion for the Classification of Hyperspectral Data: Outcome of the 2008 GRS-S Data Fusion Contest. - Giorgio Licciardi; Fabio Pacifici; Devis Tuia; Saurabh Prasad; Terrance West; Ferdinando Giacco; Christian Thiel 002; Jordi Inglada; Emmanuel Christophe; Jocelyn Chanussot; Paolo Gamba (IEEE Trans. Geosci. Remote. Sens., 2009)

Spectral-Spatial Classification of Hyperspectral Imagery Based on Partitional Clustering Techniques. - Yuliya Tarabalka; Jón Atli Benediktsson; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2009)

Geometrical features for the classification of very high resolution multispectral remote-sensing images. - Bin Luo 005; Jocelyn Chanussot (ICIP, 2010)

Pansharpening with a decision fusion based on the local size information. - Bin Luo 005; Muhammad Murtaza Khan; Thibaut Bienvenu; Jocelyn Chanussot (ICIP, 2010)

Comparison of merging orders and pruning strategies for Binary Partition Tree in hyperspectral data. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot (ICIP, 2010)

Mahalanobis kernel for the classification of hyperspectral images. - Mathieu Fauvel; Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2010)

Unsupervised linear unmixing of hyperspectral image for crop yield estimation. - Bin Luo 005; Chenghai Yang; Jocelyn Chanussot (IGARSS, 2010)

Support vector machines regression for estimation of forest parameters from airborne laser scanning data. - Jean-Matthieu Monnet; Frédéric Berger; Jocelyn Chanussot (IGARSS, 2010)

A multiple classifier approach for spectral-spatial classification of hyperspectral data. - Yuliya Tarabalka; Jón Atli Benediktsson; Jocelyn Chanussot; James C. Tilton (IGARSS, 2010)

New hyperspectral data representation using binary partition tree. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot (IGARSS, 2010)

Super-resolution: an efficient method to improve spatial resolution of hyperspectral images. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Magnus O. Ulfarsson; Christian Jutten (IGARSS, 2010)

Martian aerosol abundance estimation based on unmixing of hyperspectral imagery. - Bin Luo 005; Xavier Ceamanos; Sylvain Douté; Jocelyn Chanussot (WHISPERS, 2010)

Classification of hyperspectral images by using morphological attribute filters and Independent Component Analysis. - Mauro Dalla Mura; Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Lorenzo Bruzzone (WHISPERS, 2010)

Independent Component Discriminant Analysis for hyperspectral image classification. - Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Christian Jutten (WHISPERS, 2010)

SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images. - Yuliya Tarabalka; Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE Geosci. Remote. Sens. Lett., 2010)

Segmentation and classification of hyperspectral images using watershed transformation. - Yuliya Tarabalka; Jocelyn Chanussot; Jón Atli Benediktsson (Pattern Recognit., 2010)

Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images. - Silvia Valero; Jocelyn Chanussot; Jón Atli Benediktsson; Hugues Talbot; Björn Waske (Pattern Recognit. Lett., 2010)

Foreword to the Special Issue on Hyperspectral Image and Signal Processing. - Jocelyn Chanussot; Melba M. Crawford; Bor-Chen Kuo (IEEE Trans. Geosci. Remote. Sens., 2010)

Multiple Spectral-Spatial Classification Approach for Hyperspectral Data. - Yuliya Tarabalka; Jón Atli Benediktsson; Jocelyn Chanussot; James C. Tilton (IEEE Trans. Geosci. Remote. Sens., 2010)

Segmentation and Classification of Hyperspectral Images Using Minimum Spanning Forest Grown From Automatically Selected Markers. - Yuliya Tarabalka; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE Trans. Syst. Man Cybern. Part B, 2010)

A time-distributed phase space histogram for detecting transient signals. - Florin-Marian Birleanu; Cornel Ioana; Alexandru Serbanescu; Jocelyn Chanussot (ICASSP, 2011)

Marker-based Hierarchical Segmentation and classification approach for hyperspectral imagery. - Yuliya Tarabalka; James C. Tilton; Jón Atli Benediktsson; Jocelyn Chanussot (ICASSP, 2011)

A Stochastic Minimum Spanning Forest approach for spectral-spatial classification of hyperspectral images. - Kévin Bernard; Yuliya Tarabalka; Jesús Angulo; Jocelyn Chanussot; Jón Atli Benediktsson (ICIP, 2011)

Hyperspectral image segmentation using Binary Partition Trees. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot (ICIP, 2011)

Mahalanobis kernel based on probabilistic principal component. - Mathieu Fauvel; Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2011)

Urban area product simulation for the EnMap hyperspectral sensor. - Paolo Gamba; Alberto Villa; Antonio Plaza; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2011)

Linear unmixing of multidate hyperspectral imagery for crop yield estimation. - Bin Luo 005; Chenghai Yang; Jocelyn Chanussot (IGARSS, 2011)

2011 GRSS Data Fusion Contest: Exploiting WorldView-2 multi-angular acquisitions. - Fabio Pacifici; Jocelyn Chanussot; Qian Du 001 (IGARSS, 2011)

Improved Binary Partition Tree construction for hyperspectral images: Application to object detection. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot; Carles M. Cuadras (IGARSS, 2011)

Unsupervised classification and spectral unmixing for sub-pixel labelling. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Christian Jutten (IGARSS, 2011)

Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees. - Jón Atli Benediktsson; Lorenzo Bruzzone; Jocelyn Chanussot; Mauro Dalla Mura; Philippe Salembier; Silvia Valero (ISMM, 2011)

Validation of spectral unmixing algorithms applied on CRISM/MRO hyperspectral images. - Sylvain Douté; Xavier Ceamanos; Bin Luo 005; Frédéric Schmidt; Gwenaël Jouannic; Jocelyn Chanussot (WHISPERS, 2011)

Extended morphological profiles using auto-associative neural networks for hyperspectral data classification. - Giorgio Licciardi; Prashanth Reddy Marpu; Jón Atli Benediktsson; Jocelyn Chanussot (WHISPERS, 2011)

Introduction to the Issue on Advances in Remote Sensing Image Processing. - Gustavo Camps-Valls; Jón Atli Benediktsson; Lorenzo Bruzzone; Jocelyn Chanussot (IEEE J. Sel. Top. Signal Process., 2011)

Spectral Unmixing for the Classification of Hyperspectral Images at a Finer Spatial Resolution. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Christian Jutten (IEEE J. Sel. Top. Signal Process., 2011)

Support Vector Regression for the Estimation of Forest Stand Parameters Using Airborne Laser Scanning. - Jean-Matthieu Monnet; Jocelyn Chanussot; Frédéric Berger (IEEE Geosci. Remote. Sens. Lett., 2011)

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis. - Mauro Dalla Mura; Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Lorenzo Bruzzone (IEEE Geosci. Remote. Sens. Lett., 2011)

Message from the Incoming Editor-in-Chief. - Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2011)

Intercomparison and Validation of Techniques for Spectral Unmixing of Hyperspectral Images: A Planetary Case Study. - Xavier Ceamanos; Sylvain Douté; Bin Luo 005; Frédéric Schmidt; Gwenaël Jouannic; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2011)

Hyperspectral Image Classification With Independent Component Discriminant Analysis. - Alberto Villa; Jón Atli Benediktsson; Jocelyn Chanussot; Christian Jutten (IEEE Trans. Geosci. Remote. Sens., 2011)

Special Issue on Machine Learning for Signal Processing. - Jocelyn Chanussot; Christian Jutten (J. Signal Process. Syst., 2011)

Supervised Hyperspectral Image Classification Based on Spectral Unmixing and Geometrical Features. - Bin Luo 005; Jocelyn Chanussot (J. Signal Process. Syst., 2011)

A modified time-frequency method for testing wide-sense stationarity. - Douglas David Baptista de Souza; Jocelyn Chanussot; Anne-Catherine Favre; Pierre Borgnat (ICASSP, 2012)

Fusion of hyperspectral and panchromatic images: A hybrid use of indusion and nonlinear PCA. - Giorgio Licciardi; Muhammad Murtaza Khan; Jocelyn Chanussot (ICIP, 2012)

Dry snow backscattering sensitivity on density change for SWE estimation. - Nikola Besic; Gabriel Vasile; Jocelyn Chanussot; Srdjan Stankovic; Jean-Pierre Dedieu; Guy D'Urso; Didier Boldo; Jean Philippe Ovarlez (IGARSS, 2012)

Stochastically based wet snow mapping with SAR DATA. - Nikola Besic; Gabriel Vasile; Jocelyn Chanussot; Srdjan Stankovic; Jean Philippe Ovarlez; Guy D'Urso; Didier Boldo; Jean-Pierre Dedieu (IGARSS, 2012)

Hyperspectral remote sensing image classification based on the integration of support vector machine and random forest. - Peijun Du; Junshi Xia; Jocelyn Chanussot; Xiyan He (IGARSS, 2012)

Hedges detection using local directional features and support vector data description. - Mathieu Fauvel; David Sheeren; Jocelyn Chanussot; Jón Atli Benediktsson (IGARSS, 2012)

A class of robust estimates for detection in hyperspectral images using elliptical distributions background. - Joana Frontera-Pons; Mélanie Mahot; Jean Philippe Ovarlez; Frédéric Pascal 001; Sze Kim Pang; Jocelyn Chanussot (IGARSS, 2012)

River network detection on simulated swot images based on curvilinear denoising and morphological detection. - Samuel Grosdidier; Silvia Valero; Jocelyn Chanussot; Roger Fjørtoft (IGARSS, 2012)

Pansharpening using total variation regularization. - Xiyan He; Laurent Condat; Jocelyn Chanussot; Junshi Xia (IGARSS, 2012)

Population density estimation using textons. - Yousra Javed; Muhammad Murtaza Khan; Jocelyn Chanussot (IGARSS, 2012)

Unsupervised river detection in RapidEye data. - Sascha Klemenjak; Björn Waske; Silvia Valero; Jocelyn Chanussot (IGARSS, 2012)

Unsupervised nonlinear spectral unmixing by means of NLPCA applied to hyperspectral imagery. - Giorgio Licciardi; Xavier Ceamanos; Sylvain Douté; Jocelyn Chanussot (IGARSS, 2012)

Image fusion and spectral unmixing of hyperspectral images for spatial improvement of classification maps. - Giorgio Licciardi; Alberto Villa; Muhammad Murtaza Khan; Jocelyn Chanussot (IGARSS, 2012)

Extraction of minerals on the south pole of the planet Mars by unsupervised linear unmixing of hyperspectral images. - Bin Luo 005; Sylvain Douté; Xavier Ceamanos; Jocelyn Chanussot; Liangpei Zhang 001 (IGARSS, 2012)

A support vector regression approach for building seismic vulnerability assessment and evaluation from remote sensing and in-situ data. - Panagiota Matsuka; Jocelyn Chanussot; Erwan Pathier; Philippe Guéguen (IGARSS, 2012)

Binary partition tree as a hyperspectral segmentation tool for tropical rainforests. - Guillaume Tochon; Jean-Baptiste Féret; Roberta E. Martin; Raul Tupayachi; Jocelyn Chanussot; Gregory P. Asner (IGARSS, 2012)

Generalized bilinear model based nonlinear unmixing using semi-nonnegative matrix factorization. - Naoto Yokoya; Jocelyn Chanussot; Akira Iwasaki (IGARSS, 2012)

Polarimetric sar target decomposition based on nonlinear decorrelation. - Giorgio Licciardi; Ruggero Giuseppe Avezzano; Fabio Del Frate; Giovanni Schiavon; Jocelyn Chanussot (TyWRRS, 2012)

Physic based aggregation model for the unmixing of temperature and optical properties in the infrared domain. - Manuel Cubero-Castan; Xavier Briottet; Michal Shimoni; Véronique Achard; Jocelyn Chanussot (WHISPERS, 2012)

Robust detection using M-estimators for hyperspectral imaging. - Joana Frontera-Pons; Mélanie Mahot; Jean Philippe Ovarlez; Frédéric Pascal 001; Jocelyn Chanussot (WHISPERS, 2012)

A sparsity promoting bilinear unmixing model. - Paul D. Gader; Dmitri Dranishnikov; Alina Zare; Jocelyn Chanussot (WHISPERS, 2012)

Performance analysis of unsupervised unmixing models for thermal hyepsrpectral. - Michal Shimoni; Xavier Briottet; Manuel Cubero-Castan; Christiaan Perneel; Véronique Achard; Jocelyn Chanussot (WHISPERS, 2012)

Semi-supervised dimensionality reduction for hyperspectral remote sensing image classification. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (WHISPERS, 2012)

Hyperspectral and multispectral data fusion based on nonlinear unmixing. - Naoto Yokoya; Jocelyn Chanussot; Akira Iwasaki (WHISPERS, 2012)

Fusion of hyperspectral and panchromatic images using multiresolution analysis and nonlinear PCA band reduction. - Giorgio Licciardi; Muhammad Murtaza Khan; Jocelyn Chanussot; Annick Montanvert; Laurent Condat; Christian Jutten (EURASIP J. Adv. Signal Process., 2012)

Efficient Robust d-Dimensional Path Operators. - François Cokelaer; Hugues Talbot; Jocelyn Chanussot (IEEE J. Sel. Top. Signal Process., 2012)

Linear Versus Nonlinear PCA for the Classification of Hyperspectral Data Based on the Extended Morphological Profiles. - Giorgio Licciardi; Prashanth Reddy Marpu; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE Geosci. Remote. Sens. Lett., 2012)

Very High-Resolution Remote Sensing: Challenges and Opportunities [Point of View]. - Jón Atli Benediktsson; Jocelyn Chanussot; Wooil M. Moon (Proc. IEEE, 2012)

A spatial-spectral kernel-based approach for the classification of remote-sensing images. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson (Pattern Recognit., 2012)

Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches. - José M. Bioucas-Dias; Antonio Plaza; Nicolas Dobigeon; Mario Parente; Qian Du 001; Paul D. Gader; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

Automatic Detection of Rivers in High-Resolution SAR Data. - Sascha Klemenjak; Björn Waske; Silvia Valero; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

Retrieval of the Height of Buildings From WorldView-2 Multi-Angular Imagery Using Attribute Filters and Geometric Invariant Moments. - Giorgio A. Licciardi; Alberto Villa; Mauro Dalla Mura; Lorenzo Bruzzone; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

Multi-Modal Change Detection, Application to the Detection of Flooded Areas: Outcome of the 2009-2010 Data Fusion Contest. - Nathan Longbotham; Fabio Pacifici; Taylor C. Glenn; Alina Zare; Michele Volpi; Devis Tuia; Emmanuel Christophe; Julien Michel; Jordi Inglada; Jocelyn Chanussot; Qian Du 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

A Marker-Based Approach for the Automated Selection of a Single Segmentation From a Hierarchical Set of Image Segmentations. - Yuliya Tarabalka; James C. Tilton; Jón Atli Benediktsson; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

Spectral-Spatial Classification of Hyperspectral Data Based on a Stochastic Minimum Spanning Forest Approach. - Kévin Bernard; Yuliya Tarabalka; Jesús Angulo; Jocelyn Chanussot; Jón Atli Benediktsson (IEEE Trans. Image Process., 2012)

Spatio-temporal cellular automata-based filtering for image sequence denoising: Application to fluoroscopic sequences. - Blanca Maria Priego Torres; Miguel Angel Veganzones; Jocelyn Chanussot; Carole Amiot; Abraham Prieto; Richard J. Duro (ICIP, 2013)

Hyperspectral image segmentation using a new spectral mixture-based binary partition tree representation. - Miguel Angel Veganzones; Guillaume Tochon; Mauro Dalla Mura; Antonio J. Plaza; Jocelyn Chanussot (ICIP, 2013)

Nonlinear PCA based polarimetric decomposition. - Ruggero Giuseppe Avezzano; Giorgio Licciardi; Fabio Del Frate; Giovanni Schiavon; Jocelyn Chanussot (IGARSS, 2013)

Wet snow backscattering sensitivity on density change for SWE estimation. - Nikola Besic; Gabriel Vasile; Jocelyn Chanussot; Srdjan Stankovic; Didier Boldo; Guy D'Urso (IGARSS, 2013)

Independent Component Analysis within polarimetric incoherent target decomposition. - Nikola Besic; Gabriel Vasile; Jocelyn Chanussot; Srdjan Stankovic; Didier Boldo; Guy D'Urso (IGARSS, 2013)

CFAR hierarchical clustering of polarimetric SAR data. - Pierre Formont; Miguel Angel Veganzones; Joana Frontera-Pons; Frédéric Pascal 001; Jean Philippe Ovarlez; Jocelyn Chanussot (IGARSS, 2013)

Performance analysis of robust detectors for hyperspectral imaging. - Joana Frontera-Pons; Jean Philippe Ovarlez; Frédéric Pascal 001; Jocelyn Chanussot (IGARSS, 2013)

Identification of agricultural crops in early stages using remote sensing images. - Silvia Valero; Pietro Ceccato; Walter E. Baethgen; Jocelyn Chanussot (IGARSS, 2013)

Object recognition in urban hyperspectral images using Binary Partition Tree representation. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot (IGARSS, 2013)

Sphericity of complex stochastic models in multivariate SAR images. - Gabriel Vasile; Nikola Besic; Andrei Anghel; Cornel Ioana; Jocelyn Chanussot (IGARSS, 2013)

A comparison study between windowing and binary partition trees for hyperspectral image information mining. - Miguel Angel Veganzones; Guillaume Tochon; Mauro Dalla Mura; Antonio J. Plaza; Jocelyn Chanussot (IGARSS, 2013)

Contextual filtering in curvelet domain for fluoroscopic sequences. - Carole Amiot; Jérémie Pescatore; Jocelyn Chanussot; Michel Desvignes (Image Processing, 2013)

The comparability of aggregated emissivity and temperature of heterogeneous pixel to conventional tes methods. - Manuel Cubero-Castan; Xavier Briottet; Véronique Achard; Michal Shimoni; Jocelyn Chanussot (WHISPERS, 2013)

Validation of spectral unmixing methods using photometry and topography information. - Ruben Marrero; Sylvain Douté; Antonio Plaza; Jocelyn Chanussot (WHISPERS, 2013)

On the use of the Hotelling's T2 statistic for the hierarchical clustering of hyperspectral data. - Miguel Angel Veganzones; Joana Frontera-Pons; Jocelyn Chanussot; Jean Philippe Ovarlez (WHISPERS, 2013)

Empirical Automatic Estimation of the Number of Endmembers in Hyperspectral Images. - Bin Luo 005; Jocelyn Chanussot; Sylvain Douté; Liangpei Zhang 001 (IEEE Geosci. Remote. Sens. Lett., 2013)

Decision-Based Fusion for Pansharpening of Remote Sensing Images. - Bin Luo 005; Muhammad Murtaza Khan; Thibaut Bienvenu; Jocelyn Chanussot; Liangpei Zhang 001 (IEEE Geosci. Remote. Sens. Lett., 2013)

Processing Multidimensional SAR and Hyperspectral Images With Binary Partition Tree. - Alberto Alonso-González; Silvia Valero; Jocelyn Chanussot; Carlos López-Martínez; Philippe Salembier (Proc. IEEE, 2013)

Advances in Very-High-Resolution Remote Sensing [Scanning the Issue]. - Jón Atli Benediktsson; Jocelyn Chanussot; Wooil M. Moon (Proc. IEEE, 2013)

Advances in Spectral-Spatial Classification of Hyperspectral Images. - Mathieu Fauvel; Yuliya Tarabalka; Jón Atli Benediktsson; Jocelyn Chanussot; James C. Tilton (Proc. IEEE, 2013)

Using High-Resolution Airborne and Satellite Imagery to Assess Crop Growth and Yield Variability for Precision Agriculture. - Chenghai Yang; James H. Everitt; Qian Du 001; Bin Luo 005; Jocelyn Chanussot (Proc. IEEE, 2013)

Parsimonious Mahalanobis kernel for the classification of high dimensional data. - Mathieu Fauvel; Jocelyn Chanussot; Jón Atli Benediktsson; Alberto Villa (Pattern Recognit., 2013)

Unsupervised methods for the classification of hyperspectral images with low spatial resolution. - Alberto Villa; Jocelyn Chanussot; Jón Atli Benediktsson; Christian Jutten; R. Dambreville (Pattern Recognit., 2013)

Detection of Anomalies Produced by Buried Archaeological Structures Using Nonlinear Principal Component Analysis Applied to Airborne Hyperspectral Image. - Rosa Maria Cavalli; Giorgio A. Licciardi; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path Opening. - Mathieu Fauvel; Benoit Arbelot; Jón Atli Benediktsson; David Sheeren; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

Crop Yield Estimation Based on Unsupervised Linear Unmixing of Multidate Hyperspectral Imagery. - Bin Luo 005; Chenghai Yang; Jocelyn Chanussot; Liangpei Zhang 001 (IEEE Trans. Geosci. Remote. Sens., 2013)

Hyperspectral Image Representation and Processing With Binary Partition Trees. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot (IEEE Trans. Image Process., 2013)

Challenges and opportunities of multimodality and Data Fusion in Remote Sensing. - Mauro Dalla Mura; Saurabh Prasad; Fabio Pacifici; Paolo Gamba; Jocelyn Chanussot (EUSIPCO, 2014)

An unmixing-based method for the analysis of thermal hyperspectral images. - Manuel Cubero-Castan; Jocelyn Chanussot; Xavier Briottet; Michal Shimoni; Véronique Achard (ICASSP, 2014)

On selecting relevant intrinsic mode functions in empirical mode decomposition: An energy-based approach. - Douglas David Baptista de Souza; Jocelyn Chanussot; Anne-Catherine Favre (ICASSP, 2014)

A new nonparametric method for testing stationarity based on trend analysis in the time marginal distribution. - Douglas David Baptista de Souza; Jocelyn Chanussot; Anne-Catherine Favre; Pierre Borgnat (ICASSP, 2014)

Selective and robust d-dimensional path operators. - François Cokelaer; Mauro Dalla Mura; Hugues Talbot; Jocelyn Chanussot (ICIP, 2014)

A physics-based unmixing method for thermal hyperspectral images. - Manuel Cubero-Castan; Jocelyn Chanussot; Véronique Achard; Xavier Briottet; Michal Shimoni (ICIP, 2014)

Image denoising using contextual modeling of curvelet coefficients. - Razmig Kéchichian; Carole Amiot; Catherine Girard; Jérémie Pescatore; Jocelyn Chanussot; Michel Desvignes (ICIP, 2014)

Spectral compression of hyperspectral images by means of nonlinear principal component analysis decorrelation. - Giorgio A. Licciardi; Jocelyn Chanussot; Alessandro Piscini (ICIP, 2014)

Enhancing hyperspectral image quality using nonlinear PCA. - Giorgio A. Licciardi; Jocelyn Chanussot; Gabriel Vasile; Alessandro Piscini (ICIP, 2014)

Context-adaptive Pansharpening based on binary partition tree segmentation. - Mauro Dalla Mura; Gemine Vivone; Rocco Restaino; Jocelyn Chanussot (ICIP, 2014)

Hyperspectral image superresolution: An edge-preserving convex formulation. - Miguel Simões; José M. Bioucas-Dias; Luís B. Almeida; Jocelyn Chanussot (ICIP, 2014)

Binary partition trees-based robust adaptive hyperspectral RX anomaly detection. - Miguel Angel Veganzones; Joana Frontera-Pons; Frédéric Pascal 001; Jean Philippe Ovarlez; Jocelyn Chanussot (ICIP, 2014)

Hyperspectral super-resolution of locally low rank images from complementary multisource data. - Miguel Angel Veganzones; Miguel Simões; Giorgio A. Licciardi; José M. Bioucas-Dias; Jocelyn Chanussot (ICIP, 2014)

Analysis of supplementary information emerging from the ICA based ICTD. - Nikola Besic; Gabriel Vasile; Jocelyn Chanussot; Srdjan Stankovic; Alexandre Girard; Guy D'Urso (IGARSS, 2014)

Robust anomaly detection in Hyperspectral Imaging. - Joana Frontera-Pons; Miguel Angel Veganzones; Santiago Velasco-Forero; Frédéric Pascal 001; Jean Philippe Ovarlez; Jocelyn Chanussot (IGARSS, 2014)

Improved subpixel monitoring of seasonal snow cover: A case study in the Alps. - Miguel Angel Veganzones; Mauro Dalla Mura; Marie Dumont; Isabella Zin; Jocelyn Chanussot (IGARSS, 2014)

A method for improving the consistency property of pansharpening algorithms. - Maria Rosaria Vicinanza; Rocco Restaino; Gemine Vivone; Mauro Dalla Mura; Giorgio Licciardi; Jocelyn Chanussot (IGARSS, 2014)

A critical comparison of pansharpening algorithms. - Gemine Vivone; Luciano Alparone; Jocelyn Chanussot; Mauro Dalla Mura; Andrea Garzelli; Giorgio Licciardi; Rocco Restaino; Lucien Wald (IGARSS, 2014)

MultiResolution Analysis and Component Substitution techniques for hyperspectral Pansharpening. - Gemine Vivone; Rocco Restaino; Giorgio Licciardi; Mauro Dalla Mura; Jocelyn Chanussot (IGARSS, 2014)

Binary partition tree-based local spectral unmixing. - Lucas Drumetz; Miguel Angel Veganzones; Ruben Marrero; Guillaume Tochon; Mauro Dalla Mura; Antonio Plaza; Jocelyn Chanussot (WHISPERS, 2014)

Super-resolution of hyperspectral images using local spectral unmixing. - Giorgio Licciardi; Miguel Angel Veganzones; Miguel Simões; José M. Bioucas-Dias; Jocelyn Chanussot (WHISPERS, 2014)

Gas plume detection and tracking in hyperspectral video sequences using Binary Partition Trees. - Guillaume Tochon; Jocelyn Chanussot; Jérôme Gilles; Mauro Dalla Mura; Jen-Mei Chang; Andrea L. Bertozzi (WHISPERS, 2014)

A new extended linear mixing model to address spectral variability. - Miguel Angel Veganzones; Lucas Drumetz; Guillaume Tochon; Mauro Dalla Mura; Antonio Plaza; José M. Bioucas-Dias; Jocelyn Chanussot (WHISPERS, 2014)

Contrast and Error-Based Fusion Schemes for Multispectral Image Pansharpening. - Gemine Vivone; Rocco Restaino; Mauro Dalla Mura; Giorgio Licciardi; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2014)

Hyperspectral Remote Sensing Image Classification Based on Rotation Forest. - Junshi Xia; Peijun Du; Xiyan He; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2014)

A novel approach to polarimetric SAR data processing based on Nonlinear PCA. - Giorgio Licciardi; Ruggero Giuseppe Avezzano; Fabio Del Frate; Giovanni Schiavon; Jocelyn Chanussot (Pattern Recognit., 2014)

Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification. - Eysteinn Már Sigurðsson; Silvia Valero; Jón Atli Benediktsson; Jocelyn Chanussot; Hugues Talbot; Einar Stefánsson (Pattern Recognit. Lett., 2014)

(Semi-) Supervised Probabilistic Principal Component Analysis for Hyperspectral Remote Sensing Image Classification. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Foreword to the Special Issue on Hyperspectral Image and Signal Processing. - Alina Zare; Jeremy Bolton; Jocelyn Chanussot; Paul D. Gader (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles. - Benqin Song; Jun Li 009; Mauro Dalla Mura; Peijun Li; Antonio Plaza; José M. Bioucas-Dias; Jón Atli Benediktsson; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2014)

Nonlinear Unmixing of Hyperspectral Data Using Semi-Nonnegative Matrix Factorization. - Naoto Yokoya; Jocelyn Chanussot; Akira Iwasaki (IEEE Trans. Geosci. Remote. Sens., 2014)

A New Pansharpening Method Based on Spatial and Spectral Sparsity Priors. - Xiyan He; Laurent Condat; José M. Bioucas-Dias; Jocelyn Chanussot; Junshi Xia (IEEE Trans. Image Process., 2014)

Hyperspectral Image Segmentation Using a New Spectral Unmixing-Based Binary Partition Tree Representation. - Miguel Angel Veganzones; Guillaume Tochon; Mauro Dalla Mura; Antonio J. Plaza; Jocelyn Chanussot (IEEE Trans. Image Process., 2014)

Rotation-Based Ensemble Classifiers for High-Dimensional Data. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (Fusion in Computer Vision, 2014)

An analysis of collaborative representation schemes for the classification of hyperspectral images. - Mauro Dalla Mura; José M. Bioucas-Dias; Jocelyn Chanussot (EUSIPCO, 2015)

Multilinear spectral unmixing of hyperspectral multiangle images. - Miguel Angel Veganzones; Jeremy E. Cohen; R. Cabrai Farias; Ruben Marrero; Jocelyn Chanussot; Pierre Comon (EUSIPCO, 2015)

Converted measurements random matrix approach to extended target tracking using X-band marine radar data. - Gemine Vivone; Paolo Braca; Karl Granström; Antonio Natale; Jocelyn Chanussot (FUSION, 2015)

Fluorosocopic sequence denoising using a motion compensated multi-scale temporal filtering. - Carole Amiot; Catherine Girard; Jérémie Pescatore; Jocelyn Chanussot; Michel Desvignes (ICIP, 2015)

Saliency based visualization of hyper-spectral images. - Haris Ahmad Khan; Muhammad Murtaza Khan; Khurram Khurshid; Jocelyn Chanussot (IGARSS, 2015)

Global and local Gram-Schmidt methods for hyperspectral pansharpening. - Mauro Dalla Mura; Gemine Vivone; Rocco Restaino; Paolo Addesso; Jocelyn Chanussot (IGARSS, 2015)

Evaluation of ICA based ICTD for PolSAR data analysis in tropical forest scenario. - Leandro Pralon; Gabriel Vasile; Mauro Dalla Mura; Jocelyn Chanussot; Nikola Besic (IGARSS, 2015)

Multi-band semiblind deconvolution for pansharpening applications. - Gemine Vivone; Rocco Restaino; Mauro Dalla Mura; Jocelyn Chanussot (IGARSS, 2015)

A Pansharpening Algorithm Based on Morphological Filters. - Rocco Restaino; Gemine Vivone; Mauro Dalla Mura; Jocelyn Chanussot (ISMM, 2015)

Segmentation of Multimodal Images Based on Hierarchies of Partitions. - Guillaume Tochon; Mauro Dalla Mura; Jocelyn Chanussot (ISMM, 2015)

Binary Partition Trees-Based Spectral-Spatial Permutation Ordering. - Miguel Angel Veganzones; Mauro Dalla Mura; Guillaume Tochon; Jocelyn Chanussot (ISMM, 2015)

Combining rotation forest and multi-scale segmentation for the classification of hyperspectral data. - Jike Chen; Junshi Xia; Peijun Du; Jocelyn Chanussot (WHISPERS, 2015)

Blind hyperspectral unmixing using an extended linear mixing model to address spectral variability. - Lucas Drumetz; Simon Henrot; Miguel Angel Veganzones; Jocelyn Chanussot; Christian Jutten (WHISPERS, 2015)

Impact of hybrid pansharpening approaches applied to hyperspectral images. - Giorgio Licciardi; Miguel Angel Veganzones; Gemine Vivone; Laëtitia Loncan; Jocelyn Chanussot (WHISPERS, 2015)

Hyperspectral pansharpening based on unmixing techniques. - Laëtitia Loncan; Jocelyn Chanussot; Sophie Fabre; Xavier Briottet (WHISPERS, 2015)

Hyperspectral pansharpening: a review. - Laëtitia Loncan; Luís B. Almeida; José M. Bioucas-Dias; Xavier Briottet; Jocelyn Chanussot; Nicolas Dobigeon; Sophie Fabre; Wenzhi Liao; Giorgio A. Licciardi; Miguel Simões; Jean-Yves Tourneret; Miguel Angel Veganzones; et al. (CoRR, 2015)

Semiautomatic classification of cementitious materials using scanning electron microscope images. - Lucas Drumetz; Mauro Dalla Mura; Samuel Meulenyzer; Sébastien Lombard; Jocelyn Chanussot (J. Electronic Imaging, 2015)

Introduction to the Issue on Advances in Hyperspectral Data Processing and Analysis. - Saurabh Prasad; Jocelyn Chanussot; James E. Fowler; José M. Bioucas-Dias; Charles D. Creuserre (IEEE J. Sel. Top. Signal Process., 2015)

Stochastic Approach in Wet Snow Detection Using Multitemporal SAR Data. - Nikola Besic; Gabriel Vasile; Jean-Pierre Dedieu; Jocelyn Chanussot; Srdjan Stankovic (IEEE Geosci. Remote. Sens. Lett., 2015)

Nonlinear PCA for Visible and Thermal Hyperspectral Images Quality Enhancement. - Giorgio A. Licciardi; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2015)

Spatiotemporal Pattern Recognition and Nonlinear PCA for Global Horizontal Irradiance Forecasting. - Giorgio Licciardi; R. Dambreville; Jocelyn Chanussot; Stéphanie Dubost (IEEE Geosci. Remote. Sens. Lett., 2015)

A Pansharpening Method Based on the Sparse Representation of Injected Details. - Maria Rosaria Vicinanza; Rocco Restaino; Gemine Vivone; Mauro Dalla Mura; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2015)

Improving Random Forest With Ensemble of Features and Semisupervised Feature Extraction. - Junshi Xia; Wenzhi Liao; Jocelyn Chanussot; Peijun Du; Guanghan Song; Wilfried Philips (IEEE Geosci. Remote. Sens. Lett., 2015)

Challenges and Opportunities of Multimodality and Data Fusion in Remote Sensing. - Mauro Dalla Mura; Saurabh Prasad; Fabio Pacifici; Paolo Gamba; Jocelyn Chanussot; Jón Atli Benediktsson (Proc. IEEE, 2015)

Object recognition in hyperspectral images using Binary Partition Tree representation. - Silvia Valero; Philippe Salembier; Jocelyn Chanussot (Pattern Recognit. Lett., 2015)

Multisource Data Fusion and Fisher Criterion-Based Nearest Feature Space Approach to Landslide Classification. - Yang-Lang Chang; Yi-Chun Wang; Yi-Shiang Fu; Chin-Chuan Han; Jocelyn Chanussot; Bormin Huang (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015)

Foreword to the Special Issue on Hyperspectral Image and Signal Processing. - Devis Tuia; Sebastián López; Michael E. Schaepman; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015)

Polarimetric Incoherent Target Decomposition by Means of Independent Component Analysis. - Nikola Besic; Gabriel Vasile; Jocelyn Chanussot; Srdjan Stankovic (IEEE Trans. Geosci. Remote. Sens., 2015)

A Physics-Based Unmixing Method to Estimate Subpixel Temperatures on Mixed Pixels. - Manuel Cubero-Castan; Jocelyn Chanussot; Véronique Achard; Xavier Briottet; Michal Shimoni (IEEE Trans. Geosci. Remote. Sens., 2015)

A Novel Negative Abundance-Oriented Hyperspectral Unmixing Algorithm. - Ruben Marrero; Sebastián López; Gustavo M. Callicó; Miguel Angel Veganzones; Antonio J. Plaza; Jocelyn Chanussot; Roberto Sarmiento (IEEE Trans. Geosci. Remote. Sens., 2015)

A Convex Formulation for Hyperspectral Image Superresolution via Subspace-Based Regularization. - Miguel Simões; José M. Bioucas-Dias; Luís B. Almeida; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2015)

A Critical Comparison Among Pansharpening Algorithms. - Gemine Vivone; Luciano Alparone; Jocelyn Chanussot; Mauro Dalla Mura; Andrea Garzelli; Giorgio Licciardi; Rocco Restaino; Lucien Wald (IEEE Trans. Geosci. Remote. Sens., 2015)

Pansharpening Based on Semiblind Deconvolution. - Gemine Vivone; Miguel Simões; Mauro Dalla Mura; Rocco Restaino; José M. Bioucas-Dias; Giorgio Licciardi; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2015)

Spectral-Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2015)

Random Subspace Ensembles for Hyperspectral Image Classification With Extended Morphological Attribute Profiles. - Junshi Xia; Mauro Dalla Mura; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2015)

Curvelet Based Contrast Enhancement in Fluoroscopic Sequences. - Carole Amiot; Catherine Girard; Jocelyn Chanussot; Jérémie Pescatore; Michel Desvignes (IEEE Trans. Medical Imaging, 2015)

Canonical polyadic decomposition of hyperspectral patch tensors. - Miguel Angel Veganzones; Jeremy E. Cohen; Rodrigo Cabral Farias; Konstantin Usevich; Lucas Drumetz; Jocelyn Chanussot; Pierre Comon (EUSIPCO, 2016)

Hyperspectral unmixing with material variability using social sparsity. - Travis R. Meyer; Lucas Drumetz; Jocelyn Chanussot; Andrea L. Bertozzi; Christian Jutten (ICIP, 2016)

GAS plume detection in hyperspectral video sequence using low rank representation. - Yang Xu 006; Zebin Wu 001; Zhihui Wei; Mauro Dalla Mura; Jocelyn Chanussot; Andrea L. Bertozzi (ICIP, 2016)

Learning to semantically segment high-resolution remote sensing images. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson A. dos Santos (ICPR, 2016)

LiDAR information extraction by attribute filters with partial reconstruction. - Wenzhi Liao; Mauro Dalla Mura; Xin Huang 002; Jocelyn Chanussot; Sidharta Gautama; Paul Scheunders; Wilfried Philips (IGARSS, 2016)

Pansharpening of hyperspectral images: Exploiting data acquired by multiple platforms. - Daniele Picone; Rocco Restaino; Gemine Vivone; Paolo Addesso; Jocelyn Chanussot (IGARSS, 2016)

Hyperspectral pansharpening using convex optimization and collaborative total variation regularization. - Paolo Addesso; Mauro Dalla Mura; Laurent Condat; Rocco Restaino; Gemine Vivone; Daniele Picone; Jocelyn Chanussot (WHISPERS, 2016)

Variability of the endmembers in spectral unmixing: Recent advances. - Lucas Drumetz; Jocelyn Chanussot; Christian Jutten (WHISPERS, 2016)

Snow cover estimation based on spectral unmixing. - Théo Masson; Mauro Dalla Mura; Marie Dumont; Pascal Sirguey; Miguel Angel Veganzones; Jocelyn Chanussot; Jean-Pierre Dedieu (WHISPERS, 2016)

Multispectral and hyperspectral data fusion based on SAM minimization band assignment approach. - Daniele Picone; Rocco Restaino; Gemine Vivone; Paolo Addesso; Mauro Dalla Mura; Jocelyn Chanussot (WHISPERS, 2016)

From local to global unmixing of hyperspectral images to reveal spectral variability. - Guillaume Tochon; Lucas Drumetz; Miguel Angel Veganzones; Mauro Dalla Mura; Jocelyn Chanussot (WHISPERS, 2016)

Unmixing-based gas plume tracking in LWIR hyperspectral video sequences. - Guillaume Tochon; Delphine Pauwels; Mauro Dalla Mura; Jocelyn Chanussot (WHISPERS, 2016)

Nonnegative CP decomposition of multiangle hyperspectral data: A case study on CRISM observations of Martian ICY surface. - Miguel Angel Veganzones; Sylvain Douté; Jeremy E. Cohen; R. Cabrai Farias; Jocelyn Chanussot; Pierre Comon (WHISPERS, 2016)

A General Framework for Fast Image Deconvolution with Incomplete Observations. Applications to Unknown Boundaries, Inpainting, Superresolution, and Demosaicing. - Miguel Simões; Luís B. Almeida; José M. Bioucas-Dias; Jocelyn Chanussot (CoRR, 2016)

Combining Morphological Attribute Profiles via an Ensemble Method for Hyperspectral Image Classification. - Rui Bao; Junshi Xia; Mauro Dalla Mura; Peijun Du; Jocelyn Chanussot; Jinchang Ren (IEEE Geosci. Remote. Sens. Lett., 2016)

Soft-Then-Hard Subpixel Land Cover Mapping Based on Spatial-Spectral Interpolation. - Peng Wang 030; Liguo Wang 001; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2016)

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification. - Junshi Xia; Nicola Falco; Jón Atli Benediktsson; Jocelyn Chanussot; Peijun Du (IEEE Geosci. Remote. Sens. Lett., 2016)

Multi-resolution analysis techniques and nonlinear PCA for hybrid pansharpening applications. - Giorgio Licciardi; Gemine Vivone; Mauro Dalla Mura; Rocco Restaino; Jocelyn Chanussot (Multidimens. Syst. Signal Process., 2016)

Special issue on advances in pattern recognition in remote sensing. - Qian Du 001; Eckart Michaelsen; Bing Zhang 001; Jocelyn Chanussot (Pattern Recognit. Lett., 2016)

Kernel Supervised Ensemble Classifier for the Classification of Hyperspectral Data Using Few Labeled Samples. - Jike Chen; Junshi Xia; Peijun Du; Jocelyn Chanussot; Zhaohui Xue; Xiangjian Xie (Remote. Sens., 2016)

Combining Rotation Forest and Multiscale Segmentation for the Classification of Hyperspectral Data. - Jike Chen; Junshi Xia; Peijun Du; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Foreword to the Special Issue on Hyperspectral Remote Sensing and Imaging Spectroscopy. - Uta Heiden; Akira Iwasaki; Andreas Müller 009; Martin Schlerf; Thomas Udelhoven; Kuniaki Uto; Naoto Yokoya; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Fusion of Spectral and Spatial Information for Classification of Hyperspectral Remote-Sensed Imagery by Local Graph. - Wenzhi Liao; Mauro Dalla Mura; Jocelyn Chanussot; Aleksandra Pizurica (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Hyperspectral Local Intrinsic Dimensionality. - Lucas Drumetz; Miguel Angel Veganzones; Ruben Marrero Gomez; Guillaume Tochon; Mauro Dalla Mura; Giorgio A. Licciardi; Christian Jutten; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2016)

Nonlinear Multiple Kernel Learning With Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification. - Yanfeng Gu; Tianzhu Liu; Xiuping Jia; Jón Atli Benediktsson; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2016)

Morphological Attribute Profiles With Partial Reconstruction. - Wenzhi Liao; Mauro Dalla Mura; Jocelyn Chanussot; Rik Bellens; Wilfried Philips (IEEE Trans. Geosci. Remote. Sens., 2016)

Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification. - Tianzhu Liu; Yanfeng Gu; Xiuping Jia; Jón Atli Benediktsson; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2016)

Spherical Symmetry of Complex Stochastic Models in Multivariate High-Resolution PolSAR Images. - Leandro Pralon; Gabriel Vasile; Mauro Dalla Mura; Andrei Anghel; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2016)

Evaluation of ICA-Based ICTD for PolSAR Data Analysis Using a Sliding Window Approach: Convergence Rate, Gaussian Sources, and Spatial Correlation. - Leandro Pralon; Gabriel Vasile; Mauro Dalla Mura; Jocelyn Chanussot; Nikola Besic (IEEE Trans. Geosci. Remote. Sens., 2016)

Nonnegative Tensor CP Decomposition of Hyperspectral Data. - Miguel Angel Veganzones; Jeremy E. Cohen; Rodrigo Cabral Farias; Jocelyn Chanussot; Pierre Comon (IEEE Trans. Geosci. Remote. Sens., 2016)

Rotation-Based Support Vector Machine Ensemble in Classification of Hyperspectral Data With Limited Training Samples. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2016)

Blind Hyperspectral Unmixing Using an Extended Linear Mixing Model to Address Spectral Variability. - Lucas Drumetz; Miguel Angel Veganzones; Simon Henrot; Ronald Phlypo; Jocelyn Chanussot; Christian Jutten (IEEE Trans. Image Process., 2016)

Dynamical Spectral Unmixing of Multitemporal Hyperspectral Images. - Simon Henrot; Jocelyn Chanussot; Christian Jutten (IEEE Trans. Image Process., 2016)

Correction to "Dynamical Spectral Unmixing of Multitemporal Hyperspectral Images". - Simon Henrot; Jocelyn Chanussot; Christian Jutten (IEEE Trans. Image Process., 2016)

Fusion of Multispectral and Panchromatic Images Based on Morphological Operators. - Rocco Restaino; Gemine Vivone; Mauro Dalla Mura; Jocelyn Chanussot (IEEE Trans. Image Process., 2016)

A Framework for Fast Image Deconvolution With Incomplete Observations. - Miguel Simões; Luís B. Almeida; José M. Bioucas-Dias; Jocelyn Chanussot (IEEE Trans. Image Process., 2016)

Hyperspectral Super-Resolution of Locally Low Rank Images From Complementary Multisource Data. - Miguel Angel Veganzones; Miguel Simões; Giorgio Licciardi; Naoto Yokoya; José M. Bioucas-Dias; Jocelyn Chanussot (IEEE Trans. Image Process., 2016)

Spatio-Temporal Multiscale Denoising of Fluoroscopic Sequence. - Carole Amiot; Catherine Girard; Jocelyn Chanussot; Jérémie Pescatore; Michel Desvignes (IEEE Trans. Medical Imaging, 2016)

Estimating the Number of Endmembers to Use in Spectral Unmixing of Hyperspectral Data with Collaborative Sparsity. - Lucas Drumetz; Guillaume Tochon; Jocelyn Chanussot; Christian Jutten (LVA/ICA, 2017)

Improved Local Spectral Unmixing of hyperspectral data using an algorithmic regularization path for collaborative sparse regression. - Lucas Drumetz; Guillaume Tochon; Miguel Angel Veganzones; Jocelyn Chanussot; Christian Jutten (ICASSP, 2017)

A comparison between real and complex Schott spherical symmetry test for PolSAR data analysis. - Leandro Pralon; Gabriel Vasile; Mauro Dalla Mura; Jocelyn Chanussot (ICASSP, 2017)

Hyperspectral image inpainting based on collaborative total variation. - Paolo Addesso; Mauro Dalla Mura; Laurent Condat; Rocco Restaino; Gemine Vivone; Daniele Picone; Jocelyn Chanussot (ICIP, 2017)

Learning a low-coherence dictionary to address spectral variability for hyperspectral unmixing. - Danfeng Hong; Naoto Yokoya; Jocelyn Chanussot; Xiao Xiang Zhu 001 (ICIP, 2017)

A graph-based approach for feature extraction and segmentation of multimodal images. - Geoffrey Iyer; Jocelyn Chanussot; Andrea L. Bertozzi (ICIP, 2017)

Robust linear unmixing with enhanced sparsity. - Alexandre Tiard; Laurent Condat; Lucas Drumetz; Jocelyn Chanussot; Wotao Yin; Xiaoxiang Zhu 001 (ICIP, 2017)

Keynote 2: Opportunities and challenges in hyperspectral remote sensing. - Jocelyn Chanussot (ICSIPA, 2017)

Collaborative total variation for hyperspectral pansharpening. - Paolo Addesso; Mauro Dalla Mura; Laurent Condat; Rocco Restaino; Gemine Vivone; Daniele Picone; Jocelyn Chanussot (IGARSS, 2017)

Using time series to improve endmembers estimation on multispectral images for snow monitoring. - Théo Masson; Mauro Dalla Mura; Marie Dumont; Jocelyn Chanussot (IGARSS, 2017)

Information extraction by blind source separation from polarimetric SAR data. - Leandro Pralon; Gabriel Vasile; Mauro Dalla Mura; Jocelyn Chanussot (IGARSS, 2017)

Spatio-temporal cellular automata-based filtering for image sequence denoising. - Blanca Maria Priego Torres; Abraham Prieto; Richard J. Duro; Jocelyn Chanussot (IJCNN, 2017)

Cellular Automata-Based Image Sequence Denoising Algorithm for Signal Dependent Noise. - Blanca Maria Priego Torres; Richard J. Duro; Jocelyn Chanussot (IWINAC (2), 2017)

Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation. - Fahim Irfan Alam; Jun Zhou 001; Alan Wee-Chung Liew; Xiuping Jia; Jocelyn Chanussot; Yongsheng Gao 001 (CoRR, 2017)

Information extraction from remote sensing imagery. - Xin Huang 002; Jiayi Li 001; Wenzhi Liao; Jocelyn Chanussot (Geo spatial Inf. Sci., 2017)

Band Assignment Approaches for Hyperspectral Sharpening. - Daniele Picone; Rocco Restaino; Gemine Vivone; Paolo Addesso; Mauro Dalla Mura; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2017)

4DCAF: A temporal approach for denoising hyperspectral image sequences. - Blanca Maria Priego Torres; Richard J. Duro; Jocelyn Chanussot (Pattern Recognit., 2017)

Relationships Between Nonlinear and Space-Variant Linear Models in Hyperspectral Image Unmixing. - Lucas Drumetz; Bahram Ehsandoust; Jocelyn Chanussot; Bertrand Rivet; Massoud Babaie-Zadeh; Christian Jutten (IEEE Signal Process. Lett., 2017)

Using Multiple Subpixel Shifted Images With Spatial-Spectral Information in Soft-Then-Hard Subpixel Mapping. - Peng Wang 030; Liguo Wang 001; Mauro Dalla Mura; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Hyperspectral Image Classification With Rotation Random Forest Via KPCA. - Junshi Xia; Nicola Falco; Jón Atli Benediktsson; Peijun Du; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Guest Editorial Computational Imaging for Earth Sciences. - Shuchin Aeron; Eric L. Miller 001; Melba M. Crawford; Alison Malcom; Andreas Reigber; Jocelyn Chanussot (IEEE Trans. Computational Imaging, 2017)

Multiple Kernel Learning for Hyperspectral Image Classification: A Review. - Yanfeng Gu; Jocelyn Chanussot; Xiuping Jia; Jón Atli Benediktsson (IEEE Trans. Geosci. Remote. Sens., 2017)

Multimorphological Superpixel Model for Hyperspectral Image Classification. - Tianzhu Liu; Yanfeng Gu; Jocelyn Chanussot; Mauro Dalla Mura (IEEE Trans. Geosci. Remote. Sens., 2017)

Evaluation of the New Information in the H/α Feature Space Provided by ICA in PolSAR Data Analysis. - Leandro Pralon; Gabriel Vasile; Mauro Dalla Mura; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2017)

Context-Adaptive Pansharpening Based on Image Segmentation. - Rocco Restaino; Mauro Dalla Mura; Gemine Vivone; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2017)

Object Tracking by Hierarchical Decomposition of Hyperspectral Video Sequences: Application to Chemical Gas Plume Tracking. - Guillaume Tochon; Jocelyn Chanussot; Mauro Dalla Mura; Andrea L. Bertozzi (IEEE Trans. Geosci. Remote. Sens., 2017)

Endmembers as Directional Data for Robust Material Variability Retrieval in Hyperspectral Image Unmixing. - Lucas Drumetz; Jocelyn Chanussot; Akira Iwasaki (ICASSP, 2018)

Extended Linear Mixing Model in an Ecosytem with High Spectral Variability. - Edurne Ibarrola-Ulzurrun; Lucas Drumetz; Jocelyn Chanussot; Consuelo Gonzalo-Martín; Javier Marcello (IGARSS, 2018)

Evaluation of Hyperspectral Classification Maps in Heterogeneous Ecosystem. - Edurne Ibarrola-Ulzurrun; Javier Marcello; Consuelo Gonzalo-Martín; Jocelyn Chanussot (IGARSS, 2018)

Feature-Level Loss for Multispectral Pan-Sharpening with Machine Learning. - Xun Liu; Chenwei Deng; Baojun Zhao; Jocelyn Chanussot (IGARSS, 2018)

Spatial Resolution Enhancement of Optical Images Based on Tensor Decomposition. - Kuniaki Uto; Mauro Dalla Mura; Jocelyn Chanussot (IGARSS, 2018)

A Study on Full Scale Injection Coefficients for Pansharpening. - Gemine Vivone; Rocco Restaino; Jocelyn Chanussot (IGARSS, 2018)

GPU Parallel Implementation of Gas Plume Detection in Hyperspectral Video Sequences. - Huimin Yu; Zebin Wu 001; Jie Wei; Yang Xu 006; Jocelyn Chanussot; Andrea L. Bertozzi; Linlin Shi; Zhihui Wei (IGARSS, 2018)

A Novel Highly Parallel Algorithm For The Detection And Tracking Of Chemical Gas Plumes Using Hyperspectral Video Sequences. - María Díaz; Jocelyn Chanussot; Raúl Guerra; Sebastián López; Roberto Sarmiento; Andrea L. Bertozzi (WHISPERS, 2018)

Classification Using Unmixing Models in Areas With Substantial Endmember Variability. - Edurne Ibarrola-Ulzurrun; Lucas Drumetz; Jocelyn Chanussot; Javier Marcello; Consuelo Gonzalo-Martín (WHISPERS, 2018)

Gas Plume Detection in Hyperspectral Video Sequence Using Tensor Nuclear Norm. - Wenting Shang; Zebin Wu 001; Jie Wei; Yang Xu 006; Ling Qian; Zhihui Wei; Jocelyn Chanussot; Andrea L. Bertozzi (WHISPERS, 2018)

Deep Learning for Fusion of APEX Hyperspectral and Full-Waveform LiDAR Remote Sensing Data for Tree Species Mapping. - Wenzhi Liao; Frieke Van Coillie; Lianru Gao; Liwei Li 001; Bing Zhang 001; Jocelyn Chanussot (IEEE Access, 2018)

Dynamic Multi-Scale Semantic Segmentation based on Dilated Convolutional Networks. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson A. dos Santos (CoRR, 2018)

A cellular automata-based filtering approach to multi-temporal image denoising. - Blanca Priego; Abraham Prieto; Richard J. Duro; Jocelyn Chanussot (Expert Syst. J. Knowl. Eng., 2018)

Mapping Urban Land Cover of a Large Area Using Multiple Sensors Multiple Features. - Jike Chen; Peijun Du; Changshan Wu; Junshi Xia; Jocelyn Chanussot (Remote. Sens., 2018)

Exploration of Planetary Hyperspectral Images with Unsupervised Spectral Unmixing: A Case Study of Planet Mars. - Jun Liu 072; Bin Luo 005; Sylvain Douté; Jocelyn Chanussot (Remote. Sens., 2018)

An Assessment of Existing Methodologies to Retrieve Snow Cover Fraction from MODIS Data. - Théo Masson; Marie Dumont; Mauro Dalla Mura; Pascal Sirguey; Simon Gascoin; Jean-Pierre Dedieu; Jocelyn Chanussot (Remote. Sens., 2018)

Noise Reduction in Hyperspectral Imagery: Overview and Application. - Behnood Rasti; Paul Scheunders; Pedram Ghamisi; Giorgio Licciardi; Jocelyn Chanussot (Remote. Sens., 2018)

A nonparametric test for slowly-varying nonstationarities. - Douglas David Baptista de Souza; Jocelyn Chanussot; Anne-Catherine Favre; Pierre Borgnat (Signal Process., 2018)

Class-Oriented Weighted Kernel Sparse Representation With Region-Level Kernel for Hyperspectral Imagery Classification. - Le Gan; Junshi Xia; Peijun Du; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Foreword to the Special Issue on Hyperspectral Remote Sensing and Imaging Spectroscopy. - Saurabh Prasad; Wenzi Liao; Mingyi He; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Multiple Feature Kernel Sparse Representation Classifier for Hyperspectral Imagery. - Le Gan; Junshi Xia; Peijun Du; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2018)

A Regression-Based High-Pass Modulation Pansharpening Approach. - Gemine Vivone; Rocco Restaino; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2018)

A Bayesian Procedure for Full-Resolution Quality Assessment of Pansharpened Products. - Gemine Vivone; Rocco Restaino; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2018)

Low-Rank Decomposition and Total Variation Regularization of Hyperspectral Video Sequences. - Yang Xu 006; Zebin Wu 001; Jocelyn Chanussot; Mauro Dalla Mura; Andrea L. Bertozzi; Zhihui Wei (IEEE Trans. Geosci. Remote. Sens., 2018)

Joint Reconstruction and Anomaly Detection From Compressive Hyperspectral Images Using Mahalanobis Distance-Regularized Tensor RPCA. - Yang Xu 006; Zebin Wu 001; Jocelyn Chanussot; Zhihui Wei (IEEE Trans. Geosci. Remote. Sens., 2018)

A Variational Pansharpening Approach Based on Reproducible Kernel Hilbert Space and Heaviside Function. - Liang-Jian Deng; Gemine Vivone; Weihong Guo 002; Mauro Dalla Mura; Jocelyn Chanussot (IEEE Trans. Image Process., 2018)

Full Scale Regression-Based Injection Coefficients for Panchromatic Sharpening. - Gemine Vivone; Rocco Restaino; Jocelyn Chanussot (IEEE Trans. Image Process., 2018)

WU-Net: A Weakly-Supervised Unmixing Network for Remotely Sensed Hyperspectral Imagery. - Danfeng Hong; Jocelyn Chanussot; Naoto Yokoya; Uta Heiden; Wieke Heldens; Xiao Xiang Zhu 001 (IGARSS, 2019)

LiDAR Data-Aided Hypergraph Regularized Multi-Modal Unmixing. - Sevcan Kahraman; Yang Xu 006; Jocelyn Chanussot; Ali Tangel (IGARSS, 2019)

Multimodal-Temporal Fusion: Blending Multimodal Remote Sensing Images to Generate Image Series With High Temporal Resolution. - Xun Liu; Chenwei Deng; Baojun Zhao; Jocelyn Chanussot (IGARSS, 2019)

Intensity Calibration of a MCT-APD Sensor for a Flash Lidar System. - Victor E. S. Parahyba; Regis Perrier; Eric de Borniol; Jocelyn Chanussot (IGARSS, 2019)

Polsar Land Cover Classification via Tensorial Embedding Methods. - Bo Ren 001; Biao Hou; Jocelyn Chanussot; Changzhe Jiao; Xiangrong Zhang (IGARSS, 2019)

Estimation of Diffuse Component of Global Radiation Based on Leaf-Scale Crop Images. - Kuniaki Uto; Mauro Dalla Mura; Jocelyn Chanussot; Koichi Shinoda (IGARSS, 2019)

(Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification. - Bin Zhao; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jocelyn Chanussot (IGARSS, 2019)

Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification. - Bin Zhao; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jocelyn Chanussot (IGARSS, 2019)

Constructing a Braid of Partitions from Hierarchies of Partitions. - Guillaume Tochon; Mauro Dalla Mura; Jocelyn Chanussot (ISMM, 2019)

Fast Blind Hyperspectral Unmixing Based On Graph Laplacian. - Jing Qin 003; Harlin Lee; Jocelyn T. Chi; Yifei Lou; Jocelyn Chanussot; Andrea L. Bertozzi (WHISPERS, 2019)

LiDAR-Guided Reduction Of Spectral Variability in Hyperspectral Imagery. - Sevcan Kahraman; Raphael Bacher; Tatsumi Uezato; Jocelyn Chanussot; Ali Tangel (WHISPERS, 2019)

Mixed Noise Reduction in Hyperspectral Imagery. - Behnood Rasti; Pedram Ghamisi; Jocelyn Chanussot (WHISPERS, 2019)

Sequential Tensor Decomposition For Gas Tracking In Lwir Hyperspectral Video Sequences. - Suling Tan; Huan Liu; Yanfeng Gu; Jocelyn Chanussot (WHISPERS, 2019)

A Fully Bayesian Approach For Inferring Physical Properties With Credibility Intervals From Noisy Astronomical Data. - Maxime Vono; Javier R. Goicoechea; Pierre Gratier; Viviana V. Guzmán; Annie Hughes; Jouni Kainulainen; David Languignon; Jacques Le Bourlot; François Levrier; Harvey S. Listz; Karin I. Oberg; Emeric Bron; et al. (WHISPERS, 2019)

L0 Gradient Regularized Low-Rank Tensor Model for Hyperspectral Image Denoising. - Minghua Wang; Qiang Wang 001; Jocelyn Chanussot (WHISPERS, 2019)

Dynamic Material-Aware Object Tracking in Hyperspectral Videos. - Fengchao Xiong; Jun Zhou 001; Jocelyn Chanussot; Yuntao Qian (WHISPERS, 2019)

Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification. - Danfeng Hong; Naoto Yokoya; Nan Ge; Jocelyn Chanussot; Xiao Xiang Zhu 001 (CoRR, 2019)

An Introduction to Deep Morphological Networks. - Keiller Nogueira; Jocelyn Chanussot; Mauro Dalla Mura; William Robson Schwartz; Jefersson A. dos Santos (CoRR, 2019)

Snow Cover Estimation From Image Time Series Based on Spectral Unmixing. - Théo Masson; Mauro Dalla Mura; Marie Dumont; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2019)

A Combiner-Based Full Resolution Quality Assessment Index for Pansharpening. - Gemine Vivone; Paolo Addesso; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2019)

Target recognition in SAR images via sparse representation in the frequency domain. - Ganggang Dong; Hongwei Liu 001; Gangyao Kuang; Jocelyn Chanussot (Pattern Recognit., 2019)

Braids of partitions for the hierarchical representation and segmentation of multimodal images. - Guillaume Tochon; Mauro Dalla Mura; Miguel Angel Veganzones; Thierry Géraud; Jocelyn Chanussot (Pattern Recognit., 2019)

An Improved Stationarity Test Based on Surrogates. - Douglas David Baptista de Souza; Jocelyn Chanussot; Anne-Catherine Favre; Pierre Borgnat (IEEE Signal Process. Lett., 2019)

HyperPNN: Hyperspectral Pansharpening via Spectrally Predictive Convolutional Neural Networks. - Lin He 001; Jiawei Zhu; Jun Li 009; Antonio Plaza; Jocelyn Chanussot; Bo Li 006 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Foreword to the Special Issue on Hyperspectral Image and Signal Processing. - Jocelyn Chanussot; X. Zhu; Y. Gu (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Pansharpening via Detail Injection Based Convolutional Neural Networks. - Lin He 001; Yizhou Rao; Jun Li 009; Jocelyn Chanussot; Antonio Plaza; Jiawei Zhu; Bo Li 006 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Soft-Then-Hard Super-Resolution Mapping Based on Pansharpening Technique for Remote Sensing Image. - Peng Wang 030; Mauro Dalla Mura; Jocelyn Chanussot; Gong Zhang 002 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Superresolution Land Cover Mapping Based on Pixel-, Subpixel-, and Superpixel-Scale Spatial Dependence With Pansharpening Technique. - Peng Wang 030; Lei Zhang 113; Gong Zhang 002; Hui Bi 001; Mauro Dalla Mura; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Scene Classification With Recurrent Attention of VHR Remote Sensing Images. - Qi Wang 009; Shaoteng Liu; Jocelyn Chanussot; Xuelong Li 001 (IEEE Trans. Geosci. Remote. Sens., 2019)

Conditional Random Field and Deep Feature Learning for Hyperspectral Image Classification. - Fahim Irfan Alam; Jun Zhou 001; Alan Wee-Chung Liew; Xiuping Jia; Jocelyn Chanussot; Yongsheng Gao 001 (IEEE Trans. Geosci. Remote. Sens., 2019)

CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences. - Danfeng Hong; Naoto Yokoya; Jocelyn Chanussot; Xiao Xiang Zhu 001 (IEEE Trans. Geosci. Remote. Sens., 2019)

Hyperspectral Classification Through Unmixing Abundance Maps Addressing Spectral Variability. - Edurne Ibarrola-Ulzurrun; Lucas Drumetz; Javier Marcello; Consuelo Gonzalo-Martín; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2019)

StfNet: A Two-Stream Convolutional Neural Network for Spatiotemporal Image Fusion. - Xun Liu; Chenwei Deng; Jocelyn Chanussot; Danfeng Hong; Baojun Zhao (IEEE Trans. Geosci. Remote. Sens., 2019)

Assessment of Hyperspectral Sharpening Methods for the Monitoring of Natural Areas Using Multiplatform Remote Sensing Imagery. - Javier Marcello; Edurne Ibarrola-Ulzurrun; Consuelo Gonzalo-Martín; Jocelyn Chanussot; Gemine Vivone (IEEE Trans. Geosci. Remote. Sens., 2019)

Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks. - Keiller Nogueira; Mauro Dalla Mura; Jocelyn Chanussot; William Robson Schwartz; Jefersson Alex dos Santos (IEEE Trans. Geosci. Remote. Sens., 2019)

Pansharpening Based on Deconvolution for Multiband Filter Estimation. - Gemine Vivone; Paolo Addesso; Rocco Restaino; Mauro Dalla Mura; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2019)

ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features. - Xin Wu 001; Danfeng Hong; Jiaojiao Tian; Jocelyn Chanussot; Wei Li 032; Ran Tao 003 (IEEE Trans. Geosci. Remote. Sens., 2019)

Hyperspectral Image Unmixing With Endmember Bundles and Group Sparsity Inducing Mixed Norms. - Lucas Drumetz; Travis R. Meyer; Jocelyn Chanussot; Andrea L. Bertozzi; Christian Jutten (IEEE Trans. Image Process., 2019)

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing. - Danfeng Hong; Naoto Yokoya; Jocelyn Chanussot; Xiao Xiang Zhu 001 (IEEE Trans. Image Process., 2019)

Nonlocal Patch Tensor Sparse Representation for Hyperspectral Image Super-Resolution. - Yang Xu 006; Zebin Wu 001; Jocelyn Chanussot; Zhihui Wei (IEEE Trans. Image Process., 2019)

Hyperspectral Anomaly Detection via Global and Local Joint Modeling of Background. - Zebin Wu 001; Wei Zhu 007; Jocelyn Chanussot; Yang Xu 006; Stanley J. Osher (IEEE Trans. Signal Process., 2019)

Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution. - Jing Yao 002; Danfeng Hong; Jocelyn Chanussot; Deyu Meng; Xiaoxiang Zhu 001; Zongben Xu (ECCV (29), 2020)

PolSAR Scene Classification via Low-Rank Tensor-Based Multi-View Subspace Representation. - Mengqian Chen; Bo Ren 001; Biao Hou; Jocelyn Chanussot; Shuang Wang 001; Xiangrong Zhang; Wen Xie (IGARSS, 2020)

Unsupervised Hyperspectral Embedding by Learning a Deep Regression Network. - Danfeng Hong; Jing Yao 002; Jocelyn Chanussot; Xiao Xiang Zhu 001 (IGARSS, 2020)

Locally Linear Reconstruction for Spectral Enhancement Using Limited Pixel-to-Pixel Multispectral and Hyperspectral Data. - Danfeng Hong; Jing Yao 002; Renlong Hang; Jocelyn Chanussot (IGARSS, 2020)

Local Spatial-Spectral Correlation Based Mixtures of Factor Analyzers for Hyperspectral Denoising. - Bin Zhao; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jocelyn Chanussot (IGARSS, 2020)

Hyperspectral Images Denoising Based on Mixtures of Factor Analyzers. - Bin Zhao; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jocelyn Chanussot (IGARSS, 2020)

Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep. - Behnood Rasti; Danfeng Hong; Renlong Hang; Pedram Ghamisi; Xudong Kang; Jocelyn Chanussot; Jón Atli Benediktsson (CoRR, 2020)

Graph-based fusion for change detection in multi-spectral images. - David Alejandro Jimenez Sierra; Hernán Darío Benítez-Restrepo; Hernán Darío Vargas Cardona; Jocelyn Chanussot (CoRR, 2020)

Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks. - Jin-Fan Hu; Ting-Zhu Huang; Liang-Jian Deng; Tai-Xiang Jiang; Gemine Vivone; Jocelyn Chanussot (CoRR, 2020)

X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data. - Danfeng Hong; Naoto Yokoya; Gui-Song Xia; Jocelyn Chanussot; Xiao Xiang Zhu 001 (CoRR, 2020)

Spatial-Spectral Manifold Embedding of Hyperspectral Data. - Danfeng Hong; Jing Yao 002; Xin Wu 001; Jocelyn Chanussot; Xiao Xiang Zhu 001 (CoRR, 2020)

Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction. - Danfeng Hong; Naoto Yokoya; Jocelyn Chanussot; Jian Xu 008; Xiao Xiang Zhu 001 (CoRR, 2020)

Exploring coupled images fusion based on joint tensor decomposition. - Liangfu Lu; Xiaoxu Ren; Kuo-Hui Yeh; Zhiyuan Tan 001; Jocelyn Chanussot (Hum. centric Comput. Inf. Sci., 2020)

Towards perceptual image fusion: A novel two-layer framework. - Chenwei Deng; Xun Liu; Jocelyn Chanussot; Yang Xu 006; Baojun Zhao (Inf. Fusion, 2020)

Fusion of short-wave infrared and visible near-infrared WorldView-3 data. - Gemine Vivone; Jocelyn Chanussot (Inf. Fusion, 2020)

Spectral Unmixing: A Derivation of the Extended Linear Mixing Model From the Hapke Model. - Lucas Drumetz; Jocelyn Chanussot; Christian Jutten (IEEE Geosci. Remote. Sens. Lett., 2020)

Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data. - Danfeng Hong; Jocelyn Chanussot; Naoto Yokoya; Jian Kang 005; Xiao Xiang Zhu 001 (IEEE Geosci. Remote. Sens. Lett., 2020)

Modified Tensor Distance-Based Multiview Spectral Embedding for PolSAR Land Cover Classification. - Bo Ren 001; Biao Hou; Jocelyn Chanussot; Licheng Jiao (IEEE Geosci. Remote. Sens. Lett., 2020)

A Pansharpening Approach Based on Multiple Linear Regression Estimation of Injection Coefficients. - Rocco Restaino; Gemine Vivone; Paolo Addesso; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2020)

Fourier-Based Rotation-Invariant Feature Boosting: An Efficient Framework for Geospatial Object Detection. - Xin Wu 001; Danfeng Hong; Jocelyn Chanussot; Yang Xu 006; Ran Tao 003; Yue Wang 001 (IEEE Geosci. Remote. Sens. Lett., 2020)

Toward Super-Resolution Image Construction Based on Joint Tensor Decomposition. - Xiaoxu Ren; Liangfu Lu; Jocelyn Chanussot (Remote. Sens., 2020)

Graph-Based Data Fusion Applied to: Change Detection and Biomass Estimation in Rice Crops. - David Alejandro Jimenez Sierra; Hernán Darío Benítez-Restrepo; Hernán Darío Vargas Cardona; Jocelyn Chanussot (Remote. Sens., 2020)

Unsupervised and Supervised Feature Extraction Methods for Hyperspectral Images Based on Mixtures of Factor Analyzers. - Bin Zhao; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jocelyn Chanussot (Remote. Sens., 2020)

CNN based spectral super-resolution of remote sensing images. - Pattathal V. Arun 001; Krishna Mohan Buddhiraju; Alok Porwal; Jocelyn Chanussot (Signal Process., 2020)

Spectral-Fidelity Convolutional Neural Networks for Hyperspectral Pansharpening. - Lin He 001; Jiawei Zhu; Jun Li 009; Deyu Meng; Jocelyn Chanussot; Antonio Plaza (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

A Two-Stream Multiscale Deep Learning Architecture for Pan-Sharpening. - Jie Wei; Yang Xu 006; Wanting Cai; Zebin Wu 001; Jocelyn Chanussot; Zhihui Wei (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

CNN-Based Super-Resolution of Hyperspectral Images. - Pattathal V. Arun 001; Krishna Mohan Buddhiraju; Alok Porwal; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2020)

Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification. - Danfeng Hong; Xin Wu 001; Pedram Ghamisi; Jocelyn Chanussot; Naoto Yokoya; Xiao Xiang Zhu 001 (IEEE Trans. Geosci. Remote. Sens., 2020)

PolSAR Feature Extraction Via Tensor Embedding Framework for Land Cover Classification. - Bo Ren 001; Biao Hou; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2020)

Pansharpening: Context-Based Generalized Laplacian Pyramids by Robust Regression. - Gemine Vivone; Stefano Maranò 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2020)

Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion. - Yang Xu 006; Zebin Wu 001; Jocelyn Chanussot; Pierre Comon; Zhihui Wei (IEEE Trans. Geosci. Remote. Sens., 2020)

Global Spatial and Local Spectral Similarity-Based Manifold Learning Group Sparse Representation for Hyperspectral Imagery Classification. - Haoyang Yu 001; Lianru Gao; Wenzhi Liao; Bing Zhang 001; Lina Zhuang; Meiping Song; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2020)

Online Structured Sparsity-Based Moving-Object Detection From Satellite Videos. - Junpeng Zhang 002; Xiuping Jia; Jiankun Hu; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2020)

Hyperspectral Pansharpening Using Deep Prior and Dual Attention Residual Network. - Yuxuan Zheng; Jiaojiao Li 001; Yunsong Li 001; Jie Guo 009; Xianyun Wu; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2020)

A Data-Driven Model-Based Regression Applied to Panchromatic Sharpening. - Paolo Addesso; Gemine Vivone; Rocco Restaino; Jocelyn Chanussot (IEEE Trans. Image Process., 2020)

Spectral Variability Aware Blind Hyperspectral Image Unmixing Based on Convex Geometry. - Lucas Drumetz; Jocelyn Chanussot; Christian Jutten; Wing-Kin Ma; Akira Iwasaki (IEEE Trans. Image Process., 2020)

Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation. - Yang Xu 006; Zebin Wu 001; Jocelyn Chanussot; Zhihui Wei (IEEE Trans. Neural Networks Learn. Syst., 2020)

On Hyperspectral Super-Resolution. - Jocelyn Chanussot (IGARSS, 2021)

EvoNAS: Evolvable Neural Architecture Search for Hyperspectral Unmixing. - Zhu Han 002; Danfeng Hong; Lianru Gao; Jocelyn Chanussot; Bing Zhang 001 (IGARSS, 2021)

An Overview of Multimodal Remote Sensing Data Fusion: From Image to Feature, From Shallow to Deep. - Danfeng Hong; Jocelyn Chanussot; Xiao Xiang Zhu 001 (IGARSS, 2021)

Multimodal Convolutional Neural Networks with Cross-Channel Reconstruction. - Danfeng Hong; Xin Wu 001; Jing Yao 002; Lianru Gao; Bing Zhang 001; Jocelyn Chanussot (IGARSS, 2021)

Wavelet-Based Block Low-Rank Representations for Hyperspectral Denoising. - Bin Zhao; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jocelyn Chanussot (IGARSS, 2021)

Non-Local Means Low-Rank Approximation for Hyperspectral Denoising. - Bin Zhao; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jocelyn Chanussot (IGARSS, 2021)

A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restoration. - Théo Bodrito; Alexandre Zouaoui; Jocelyn Chanussot; Julien Mairal (NeurIPS, 2021)

An Introduction to Deep Morphological Networks. - Keiller Nogueira; Jocelyn Chanussot; Mauro Dalla Mura; Jefersson A. dos Santos (IEEE Access, 2021)

Multimodal hyperspectral remote sensing: an overview and perspective. - Yanfeng Gu; Tianzhu Liu; Guoming Gao; Guangbo Ren; Yi Ma; Jocelyn Chanussot; Xiuping Jia (Sci. China Inf. Sci., 2021)

Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing. - Danfeng Hong; Wei He 003; Naoto Yokoya; Jing Yao 002; Lianru Gao; Liangpei Zhang 001; Jocelyn Chanussot; Xiao Xiang Zhu 001 (CoRR, 2021)

An Attention-Fused Network for Semantic Segmentation of Very-High-Resolution Remote Sensing Imagery. - Xuan Yang; Shanshan Li 003; Zhengchao Chen; Jocelyn Chanussot; Xiuping Jia; Bing Zhang 001; Baipeng Li; Pan Chen (CoRR, 2021)

Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model. - Danfeng Hong; Jingliang Hu; Jing Yao 002; Jocelyn Chanussot; Xiao Xiang Zhu 001 (CoRR, 2021)

Multi-patch Feature Pyramid Network for Weakly Supervised Object Detection in Optical Remote Sensing Images. - Pourya Shamsolmoali; Jocelyn Chanussot; Masoumeh Zareapoor; Huiyu Zhou 001; Jie Yang 002 (CoRR, 2021)

Geometric Multimodal Deep Learning with Multi-Scaled Graph Wavelet Convolutional Network. - Maysam Behmanesh; Peyman Adibi; Sayyed Mohammad Saeed Ehsani; Jocelyn Chanussot (CoRR, 2021)

Tensor Low-Rank Constraint and $l_0$ Total Variation for Hyperspectral Image Mixed Noise Removal. - Minghua Wang; Qiang Wang 001; Jocelyn Chanussot (IEEE J. Sel. Top. Signal Process., 2021)

Deep Half-Siamese Networks for Hyperspectral Unmixing. - Zhu Han 002; Danfeng Hong; Lianru Gao; Bing Zhang 001; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2021)

Individual Tree Segmentation Based on Mean Shift and Crown Shape Model for Temperate Forest. - Eduardo Tusa; Jean-Matthieu Monnet; Jean-Baptiste Barré; Mauro Dalla Mura; Michele Dalponte; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2021)

Recent Developments in Parallel and Distributed Computing for Remotely Sensed Big Data Processing. - Zebin Wu 001; Jin Sun 001; Yi Zhang 025; Zhihui Wei; Jocelyn Chanussot (Proc. IEEE, 2021)

Semisupervised charting for spectral multimodal manifold learning and alignment. - Ali Pournemat; Peyman Adibi; Jocelyn Chanussot (Pattern Recognit., 2021)

DSMNN-Net: A Deep Siamese Morphological Neural Network Model for Burned Area Mapping Using Multispectral Sentinel-2 and Hyperspectral PRISMA Images. - Seyd Teymoor Seydi; Mahdi Hasanlou; Jocelyn Chanussot (Remote. Sens., 2021)

Transferable Deep Learning from Time Series of Landsat Data for National Land-Cover Mapping with Noisy Labels: A Case Study of China. - Xuemei Zhao; Danfeng Hong; Lianru Gao; Bing Zhang 001; Jocelyn Chanussot (Remote. Sens., 2021)

The Outcome of the 2021 IEEE GRSS Data Fusion Contest - Track DSE: Detection of Settlements Without Electricity. - Yanbiao Ma; Yuxin Li; Kexin Feng; Yu Xia; Qi Huang; Hongyan Zhang 001; Colin Prieur; Giorgio Licciardi; Hana Malha; Jocelyn Chanussot; Pedram Ghamisi; Ronny Hänsch; et al. (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Hyperspectral Computational Imaging via Collaborative Tucker3 Tensor Decomposition. - Yang Xu 006; Zebin Wu 001; Jocelyn Chanussot; Zhihui Wei (IEEE Trans. Circuits Syst. Video Technol., 2021)

Joint and Progressive Subspace Analysis (JPSA) With Spatial-Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction. - Danfeng Hong; Naoto Yokoya; Jocelyn Chanussot; Jian Xu 008; Xiao Xiang Zhu 001 (IEEE Trans. Cybern., 2021)

Blind Hyperspectral Unmixing Based on Graph Total Variation Regularization. - Jing Qin 003; Harlin Lee; Jocelyn T. Chi; Lucas Drumetz; Jocelyn Chanussot; Yifei Lou; Andrea L. Bertozzi (IEEE Trans. Geosci. Remote. Sens., 2021)

Capacity and Limits of Multimodal Remote Sensing: Theoretical Aspects and Automatic Information Theory-Based Image Selection. - Saloua Chlaily; Mauro Dalla Mura; Jocelyn Chanussot; Christian Jutten; Paolo Gamba; Andrea Marinoni (IEEE Trans. Geosci. Remote. Sens., 2021)

Detail Injection-Based Deep Convolutional Neural Networks for Pansharpening. - Liang-Jian Deng; Gemine Vivone; Cheng Jin 003; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

Spectral Superresolution of Multispectral Imagery With Joint Sparse and Low-Rank Learning. - Lianru Gao; Danfeng Hong; Jing Yao 002; Bing Zhang 001; Paolo Gamba; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification. - Danfeng Hong; Lianru Gao; Naoto Yokoya; Jing Yao 002; Jocelyn Chanussot; Qian Du 001; Bing Zhang 001 (IEEE Trans. Geosci. Remote. Sens., 2021)

Graph Convolutional Networks for Hyperspectral Image Classification. - Danfeng Hong; Lianru Gao; Jing Yao 002; Bing Zhang 001; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

Graph-Induced Aligned Learning on Subspaces for Hyperspectral and Multispectral Data. - Danfeng Hong; Jian Kang 005; Naoto Yokoya; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

Multimodal GANs: Toward Crossmodal Hyperspectral-Multispectral Image Segmentation. - Danfeng Hong; Jing Yao 002; Deyu Meng; Zongben Xu; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

A Graph-Based Approach for Data Fusion and Segmentation of Multimodal Images. - Geoffrey Iyer; Jocelyn Chanussot; Andrea L. Bertozzi (IEEE Trans. Geosci. Remote. Sens., 2021)

Graph Relation Network: Modeling Relations Between Scenes for Multilabel Remote-Sensing Image Classification and Retrieval. - Jian Kang 005; Rubén Fernández-Beltran; Danfeng Hong; Jocelyn Chanussot; Antonio Plaza (IEEE Trans. Geosci. Remote. Sens., 2021)

Hyperspectral Restoration and Fusion With Multispectral Imagery via Low-Rank Tensor-Approximation. - Na Liu 014; Lu Li 005; Wei Li 032; Ran Tao 003; James E. Fowler; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

A Mutual Information-Based Self-Supervised Learning Model for PolSAR Land Cover Classification. - Bo Ren 001; Yangyang Zhao; Biao Hou; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2021)

Hyperspectral Sharpening Approaches Using Satellite Multiplatform Data. - Rocco Restaino; Gemine Vivone; Paolo Addesso; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

l₀-l₁ Hybrid Total Variation Regularization and its Applications on Hyperspectral Image Mixed Noise Removal and Compressed Sensing. - Minghua Wang; Qiang Wang 001; Jocelyn Chanussot; Danfeng Hong (IEEE Trans. Geosci. Remote. Sens., 2021)

Hyperspectral Image Mixed Noise Removal Based on Multidirectional Low-Rank Modeling and Spatial-Spectral Total Variation. - Minghua Wang; Qiang Wang 001; Jocelyn Chanussot; Dan Li 014 (IEEE Trans. Geosci. Remote. Sens., 2021)

Coupled Convolutional Neural Network With Adaptive Response Function Learning for Unsupervised Hyperspectral Super Resolution. - Ke Zheng; Lianru Gao; Wenzhi Liao; Danfeng Hong; Bing Zhang 001; Ximin Cui; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2021)

Multi-Relation Attention Network for Image Patch Matching. - Dou Quan; Shuang Wang 001; Yi Li 054; Bowu Yang; Ning Huyan; Jocelyn Chanussot; Biao Hou; Licheng Jiao (IEEE Trans. Image Process., 2021)

Geometric Multimodal Learning Based on Local Signal Expansion for Joint Diagonalization. - Maysam Behmanesh; Peyman Adibi; Jocelyn Chanussot; Christian Jutten; Sayyed Mohammad Saeed Ehsani (IEEE Trans. Signal Process., 2021)

Deep Learning of Radiometrical and Geometrical Sar Distorsions for Image Modality translations. - Antoine Bralet; Abdourrahmane M. Atto; Jocelyn Chanussot; Emmanuel Trouvé (ICIP, 2022)

Multimodal Hyperspectral Unmixing via Attention Networks. - Zhu Han 002; Danfeng Hong; Lianru Gao; Jing Yao 002; Bing Zhang 001; Jocelyn Chanussot (IGARSS, 2022)

Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification. - Jing Yao 002; Danfeng Hong; Lianru Gao; Jocelyn Chanussot (IGARSS, 2022)

Self Supervised Learning for Few Shot Hyperspectral Image Classification. - Nassim Ait Ali Braham; Lichao Mou; Jocelyn Chanussot; Julien Mairal; Xiao Xiang Zhu 001 (IGARSS, 2022)

Robust Linear Unmixing for Hyperspectral Remote Sensing Imagery Based on Enhanced Constraint of Classification. - Jinxue Chi; Xueji Shen; Haoyang Yu 001; Xiao-Di Shang; Jocelyn Chanussot; Yimin Shi (IGARSS, 2022)

Deep Blind Unmixing using Minimum Simplex Convolutional Network. - Behnood Rasti; Bikram Koirala; Paul Scheunders; Jocelyn Chanussot (IGARSS, 2022)

Enhanced Single-Shot Detector for Small Object Detection in Remote Sensing Images. - Pourya Shamsolmoali; Masoumeh Zareapoor; Jie Yang 002; Eric Granger; Jocelyn Chanussot (IGARSS, 2022)

Deep learning in multimodal remote sensing data fusion: A comprehensive review. - Jiaxin Li; Danfeng Hong; Lianru Gao; Jing Yao 002; Ke Zheng; Bing Zhang 001; Jocelyn Chanussot (Int. J. Appl. Earth Obs. Geoinformation, 2022)

A dual-stream high resolution network: Deep fusion of GF-2 and GF-3 data for land cover classification. - Bo Ren 001; Shibin Ma; Biao Hou; Danfeng Hong; Jocelyn Chanussot; Jianlong Wang; Licheng Jiao (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives. - Jun Yue; Leyuan Fang; Pedram Ghamisi; Weiying Xie; Jun Li 009; Jocelyn Chanussot; Antonio J. Plaza (CoRR, 2022)

Decoupled-and-Coupled Networks: Self-Supervised Hyperspectral Image Super-Resolution with Subpixel Fusion. - Danfeng Hong; Jing Yao 002; Deyu Meng; Naoto Yokoya; Jocelyn Chanussot (CoRR, 2022)

Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A Comprehensive Review. - Minghua Wang; Danfeng Hong; Zhu Han 002; Jiaxin Li; Jing Yao 002; Lianru Gao; Bing Zhang 001; Jocelyn Chanussot (CoRR, 2022)

Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery. - Jules Bourcier; Gohar Dashyan; Jocelyn Chanussot; Karteek Alahari (CoRR, 2022)

Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection. - Jules Bourcier; Thomas Floquet; Gohar Dashyan; Tugdual Ceillier; Karteek Alahari; Jocelyn Chanussot (CoRR, 2022)

Robust linear unmixing with enhanced constraint of classification for hyperspectral remote sensing imagery. - Haoyang Yu 001; Jinxue Chi; Xiao-Di Shang; Xueji Shen; Jocelyn Chanussot; Yimin Shi (IET Image Process., 2022)

Reverse Difference Network for Highlighting Small Objects in Aerial Images. - Huan Ni; Jocelyn Chanussot; Xiaonan Niu; Hong Tang 002; Haiyan Guan (ISPRS Int. J. Geo Inf., 2022)

PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field. - Haixia Bi; Jing Yao 002; Zhiqiang Wei 004; Danfeng Hong; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2022)

Reinforcement Learning for Neural Architecture Search in Hyperspectral Unmixing. - Zhu Han 002; Danfeng Hong; Lianru Gao; Swalpa Kumar Roy; Bing Zhang 001; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2022)

Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR Data. - Danfeng Hong; Lianru Gao; Renlong Hang; Bing Zhang 001; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2022)

Learning Locality-Constrained Sparse Coding for Spectral Enhancement of Multispectral Imagery. - Danfeng Hong; Xin Wu 001; Lianru Gao; Bing Zhang 001; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2022)

Total Variation Regularized Weighted Tensor Ring Decomposition for Missing Data Recovery in High-Dimensional Optical Remote Sensing Images. - Minghua Wang; Qiang Wang 001; Jocelyn Chanussot; Danfeng Hong (IEEE Geosci. Remote. Sens. Lett., 2022)

Infrared Small Object Detection Using Deep Interactive U-Net. - Xin Wu 001; Danfeng Hong; Zhanchao Huang; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2022)

Semi-Supervised Mixtures of Factor Analyzers Feature Extraction for Hyperspectral Images. - Bin Zhao; Johannes R. Sveinsson; Magnus O. Ulfarsson; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2022)

PolSAR Scene Classification via Low-Rank Constrained Multimodal Tensor Representation. - Bo Ren 001; Mengqian Chen; Biao Hou; Danfeng Hong; Shibin Ma; Jocelyn Chanussot; Licheng Jiao (Remote. Sens., 2022)

Hyperspectral Anomaly Detection Using Deep Learning: A Review. - Xing Hu 006; Chun Xie; Zhe Fan; Qianqian Duan; Dawei Zhang 009; Linhua Jiang; Xian Wei; Danfeng Hong; Guoqiang Li 001; Xinhua Zeng; Wenming Chen 001; Dongfang Wu; et al. (Remote. Sens., 2022)

Machine Learning Approaches to Automatically Detect Glacier Snow Lines on Multi-Spectral Satellite Images. - Colin Prieur; Antoine Rabatel; Jean-Baptiste Thomas; Ivar Farup; Jocelyn Chanussot (Remote. Sens., 2022)

Hyperspectral Image Classification - Traditional to Deep Models: A Survey for Future Prospects. - Muhammad Ahmad; Sidrah Shabbir; Swalpa Kumar Roy; Danfeng Hong; Xin Wu 001; Jing Yao 002; Adil Mehmood Khan; Manuel Mazzara; Salvatore Distefano; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

SGML: A Symmetric Graph Metric Learning Framework for Efficient Hyperspectral Image Classification. - Yunsong Li 001; Bobo Xi; Jiaojiao Li 001; Rui Song 003; Yuchao Xiao; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

Hyperspectral Imagery Classification via Random Multigraphs Ensemble Learning. - Yanling Miao; Mulin Chen; Yuan Yuan 001; Jocelyn Chanussot; Qi Wang 009 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

A Quadratic Morphological Deep Neural Network Fusing Radar and Optical Data for the Mapping of Burned Areas. - Seyd Teymoor Seydi; Mahdi Hasanlou; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

Progress and Challenges in Intelligent Remote Sensing Satellite Systems. - Bing Zhang 001; Yuanfeng Wu; Boya Zhao; Jocelyn Chanussot; Danfeng Hong; Jing Yao 002; Lianru Gao (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

CNN-Based Hyperspectral Pansharpening With Arbitrary Resolution. - Lin He 001; Jiawei Zhu; Jun Li 009; Antonio Plaza; Jocelyn Chanussot; Zhuliang Yu (IEEE Trans. Geosci. Remote. Sens., 2022)

AutoNAS: Automatic Neural Architecture Search for Hyperspectral Unmixing. - Zhu Han 002; Danfeng Hong; Lianru Gao; Bing Zhang 001; Min Huang; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

A Disjoint Samples-Based 3D-CNN With Active Transfer Learning for Hyperspectral Image Classification. - Muhammad Ahmad; Usman Ghous; Danfeng Hong; Adil Mehmood Khan; Jing Yao 002; Shaohua Wang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Local Similarity-Based Spatial-Spectral Fusion Hyperspectral Image Classification With Deep CNN and Gabor Filtering. - Uzair Aslam Bhatti; Zhaoyuan Yu; Jocelyn Chanussot; Zeeshan Zeeshan; Linwang Yuan; Wen Luo; Saqib Ali Nawaz; Mughair Aslam Bhatti; Qurat Ul Ain; Anum Mehmood (IEEE Trans. Geosci. Remote. Sens., 2022)

An Optimization Procedure for Robust Regression-Based Pansharpening. - Marco Carpentiero; Gemine Vivone; Rocco Restaino; Paolo Addesso; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

ArbRPN: A Bidirectional Recurrent Pansharpening Network for Multispectral Images With Arbitrary Numbers of Bands. - Lihui Chen 002; Zhibing Lai; Gemine Vivone; Gwanggil Jeon; Jocelyn Chanussot; Xiaomin Yang (IEEE Trans. Geosci. Remote. Sens., 2022)

CyCU-Net: Cycle-Consistency Unmixing Network by Learning Cascaded Autoencoders. - Lianru Gao; Zhu Han 002; Danfeng Hong; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Using Low-Rank Representation of Abundance Maps and Nonnegative Tensor Factorization for Hyperspectral Nonlinear Unmixing. - Lianru Gao; Zhicheng Wang; Lina Zhuang; Haoyang Yu 001; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Multimodal Hyperspectral Unmixing: Insights From Attention Networks. - Zhu Han 002; Danfeng Hong; Lianru Gao; Jing Yao 002; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Variable Subpixel Convolution Based Arbitrary-Resolution Hyperspectral Pansharpening. - Lin He 001; Jinhua Xie; Jun Li 009; Antonio Plaza; Jocelyn Chanussot; Jiawei Zhu (IEEE Trans. Geosci. Remote. Sens., 2022)

SpectralFormer: Rethinking Hyperspectral Image Classification With Transformers. - Danfeng Hong; Zhu Han 002; Jing Yao 002; Lianru Gao; Bing Zhang 001; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Graph Convolutional Sparse Subspace Coclustering With Nonnegative Orthogonal Factorization for Large Hyperspectral Images. - Nan Huang 001; Liang Xiao 001; Jianjun Liu; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

A Bipartite Graph Partition-Based Coclustering Approach With Graph Nonnegative Matrix Factorization for Large Hyperspectral Images. - Nan Huang 001; Liang Xiao 001; Yang Xu 006; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Cluster-Memory Augmented Deep Autoencoder via Optimal Transportation for Hyperspectral Anomaly Detection. - Ning Huyan; Xiangrong Zhang; Dou Quan; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2022)

Hyperspectral Pansharpening With Adaptive Feature Modulation-Based Detail Injection Network. - Yunsong Li 001; Yuxuan Zheng; Jiaojiao Li 001; Rui Song 003; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Separable Coupled Dictionary Learning for Large-Scene Precise Classification of Multispectral Images. - Tianzhu Liu; Yanfeng Gu; Wenyong Yu; Xiuping Jia; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Modality Translation in Remote Sensing Time Series. - Xun Liu; Danfeng Hong; Jocelyn Chanussot; Baojun Zhao; Pedram Ghamisi (IEEE Trans. Geosci. Remote. Sens., 2022)

Multigraph-Based Low-Rank Tensor Approximation for Hyperspectral Image Restoration. - Na Liu 014; Wei Li 032; Ran Tao 003; Qian Du 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Bayesian Unmixing of Hyperspectral Image Sequence With Composite Priors for Abundance and Endmember Variability. - Hongyi Liu 001; Youkang Lu; Zebin Wu 001; Qian Du 001; Jocelyn Chanussot; Zhihui Wei (IEEE Trans. Geosci. Remote. Sens., 2022)

Endmember Purification With Affine Simplicial Cone Model. - Wenfei Luo; Lianru Gao; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Unsupervised and Unregistered Hyperspectral Image Super-Resolution With Mutual Dirichlet-Net. - Ying Qu 001; Hairong Qi 001; Chiman Kwan; Naoto Yokoya; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Siamese Transformer Network for Hyperspectral Image Target Detection. - Weiqiang Rao; Lianru Gao; Ying Qu 001; Xu Sun 005; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing. - Behnood Rasti; Bikram Koirala; Paul Scheunders; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Hyperspectral and LiDAR Data Classification Using Joint CNNs and Morphological Feature Learning. - Swalpa Kumar Roy; Ankur Deria; Danfeng Hong; Muhammad Ahmad; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Revisiting Deep Hyperspectral Feature Extraction Networks via Gradient Centralized Convolution. - Swalpa Kumar Roy; Purbayan Kar; Danfeng Hong; Xin Wu 001; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Multipatch Feature Pyramid Network for Weakly Supervised Object Detection in Optical Remote Sensing Images. - Pourya Shamsolmoali; Jocelyn Chanussot; Masoumeh Zareapoor; Huiyu Zhou 001; Jie Yang 002 (IEEE Trans. Geosci. Remote. Sens., 2022)

Rotation Equivariant Feature Image Pyramid Network for Object Detection in Optical Remote Sensing Imagery. - Pourya Shamsolmoali; Masoumeh Zareapoor; Jocelyn Chanussot; Huiyu Zhou 001; Jie Yang 002 (IEEE Trans. Geosci. Remote. Sens., 2022)

Graph Learning Based on Signal Smoothness Representation for Homogeneous and Heterogeneous Change Detection. - David Alejandro Jimenez Sierra; David Alfredo Quintero-Olaya; Juan Carlos Alvear-Muñoz; Hernán Darío Benítez-Restrepo; Juan Felipe Florez-Ospina; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Convolutional Neural Networks for Multimodal Remote Sensing Data Classification. - Xin Wu 001; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Super Resolution Guided Deep Network for Land Cover Classification From Remote Sensing Images. - Jie Xie 002; Leyuan Fang; Bob Zhang 001; Jocelyn Chanussot; Shutao Li (IEEE Trans. Geosci. Remote. Sens., 2022)

N-Cluster Loss and Hard Sample Generative Deep Metric Learning for PolSAR Image Classification. - Chen Yang 027; Biao Hou; Jocelyn Chanussot; Yue Hu; Bo Ren 001; Shuang Wang 001; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2022)

Reconstruction Error-Based Decomposition Feature Selection for PolSAR Image. - Chen Yang 027; Biao Hou; Xianpeng Guo; Bo Ren 001; Jocelyn Chanussot; Shuang Wang 001; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2022)

PDFL: Polarimetric Decomposition Feature Learning via Deep Autoencoder. - Chen Yang 027; Biao Hou; Qian Wu; Bo Ren 001; Jocelyn Chanussot; Shuang Wang 001; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2022)

Semi-Active Convolutional Neural Networks for Hyperspectral Image Classification. - Jing Yao 002; Xiangyong Cao; Danfeng Hong; Xin Wu 001; Deyu Meng; Jocelyn Chanussot; Zongben Xu (IEEE Trans. Geosci. Remote. Sens., 2022)

Sparsity-Enhanced Convolutional Decomposition: A Novel Tensor-Based Paradigm for Blind Hyperspectral Unmixing. - Jing Yao 002; Danfeng Hong; Lin Xu 001; Deyu Meng; Jocelyn Chanussot; Zongben Xu (IEEE Trans. Geosci. Remote. Sens., 2022)

Hyperspectral Image Denoising Using Spectral-Spatial Transform-Based Sparse and Low-Rank Representations. - Bin Zhao; Magnus O. Ulfarsson; Johannes R. Sveinsson; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

NonRegSRNet: A Nonrigid Registration Hyperspectral Super-Resolution Network. - Ke Zheng; Lianru Gao; Danfeng Hong; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Edge-Conditioned Feature Transform Network for Hyperspectral and Multispectral Image Fusion. - Yuxuan Zheng; Jiaojiao Li 001; Yunsong Li 001; Jie Guo 009; Xianyun Wu; Yanzi Shi; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2022)

Unsupervised Outlier Detection Using Memory and Contrastive Learning. - Ning Huyan; Dou Quan; Xiangrong Zhang; Xuefeng Liang; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Image Process., 2022)

Few-Shot Learning With Class-Covariance Metric for Hyperspectral Image Classification. - Bobo Xi; Jiaojiao Li 001; Yunsong Li 001; Rui Song 003; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Image Process., 2022)

Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing. - Danfeng Hong; Lianru Gao; Jing Yao 002; Naoto Yokoya; Jocelyn Chanussot; Uta Heiden; Bing Zhang 001 (IEEE Trans. Neural Networks Learn. Syst., 2022)

Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks. - Jin-Fan Hu; Ting-Zhu Huang; Liang-Jian Deng; Tai-Xiang Jiang; Gemine Vivone; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2022)

Element-Wise Feature Relation Learning Network for Cross-Spectral Image Patch Matching. - Dou Quan; Shuang Wang 001; Ning Huyan; Jocelyn Chanussot; Ruojing Wang; Xuefeng Liang; Biao Hou; Licheng Jiao (IEEE Trans. Neural Networks Learn. Syst., 2022)

Hysupp: An Open-Source Hyperspectral Unmixing Python Package. - Behnood Rasti; Alexandre Zouaoui; Julien Mairal; Jocelyn Chanussot (IGARSS, 2023)

RGB-Infrared Multi-Modal Remote Sensing Object Detection Using CNN and Transformer Based Feature Fusion. - Tao Tian; Jiang Cai; Yang Xu 006; Zebin Wu 001; Zhihui Wei; Jocelyn Chanussot (IGARSS, 2023)

A Novel Unified Framework for Multi-Task Fusion of Hyperspectral and SAR Image. - Yifan Zhang 006; Yang Xu 006; Zebin Wu 001; Zhihui Wei; Jocelyn Chanussot (IGARSS, 2023)

Material Identification in Complex Environments: Neural Network Approaches to Hyperspectral Image Analysis. - Jason Brown; Bohan Chen; Harris Hardiman-Mostow; Adrien Weihs; Andrea L. Bertozzi; Jocelyn Chanussot (WHISPERS, 2023)

A Feature Fusion-Based Transformer Network for Hyperspectral Super-Resolution. - Minghua Wang; Bing Zhang 001; Jiaxin Li; Longfei Ren; Jocelyn Chanussot (WHISPERS, 2023)

Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks. - Danfeng Hong; Bing Zhang 001; Hao Li 019; Yuxuan Li; Jing Yao 002; Chenyu Li 002; Martin Werner 001; Jocelyn Chanussot; Alexander Zipf; Xiao Xiang Zhu 001 (CoRR, 2023)

SpectralGPT: Spectral Foundation Model. - Danfeng Hong; Bing Zhang 001; Xuyang Li; Yuxuan Li; Chenyu Li 002; Jing Yao 002; Naoto Yokoya; Hao Li 019; Pedram Ghamisi; Xiuping Jia; Antonio Plaza; Paolo Gamba; et al. (CoRR, 2023)

TAttMSRecNet: Triplet-attention and multiscale reconstruction network for band selection in hyperspectral images. - Utpal Nandi; Swalpa Kumar Roy; Danfeng Hong; Xin Wu 001; Jocelyn Chanussot (Expert Syst. Appl., 2023)

Remote Sensing Image Fusion With Task-Inspired Multiscale Nonlocal-Attention Network. - Na Liu 014; Wei Li 032; Xian Sun; Ran Tao 003; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2023)

SUnAA: Sparse Unmixing Using Archetypal Analysis. - Behnood Rasti; Alexandre Zouaoui; Julien Mairal; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2023)

Automatic 3D Multiple Building Change Detection Model Based on Encoder-Decoder Network Using Highly Unbalanced Remote Sensing Datasets. - Masoomeh Gomroki; Mahdi Hasanlou; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Efficient and Robust: A Cross-Modal Registration Deep Wavelet Learning Method for Remote Sensing Images. - Dou Quan; Huiyuan Wei; Shuang Wang 001; Yi Li 054; Jocelyn Chanussot; Yanhe Guo; Biao Hou; Licheng Jiao (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

BDD-Net+: A Building Damage Detection Framework Based on Modified Coat-Net. - Seyd Teymoor Seydi; Mahdi Hasanlou; Jocelyn Chanussot; Pedram Ghamisi (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Panchromatic and Hyperspectral Image Fusion: Outcome of the 2022 WHISPERS Hyperspectral Pansharpening Challenge. - Gemine Vivone; Andrea Garzelli; Yang Xu 006; Wenzhi Liao; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

GuidedNet: A General CNN Fusion Framework via High-Resolution Guidance for Hyperspectral Image Super-Resolution. - Ran Ran; Liang-Jian Deng; Tai-Xiang Jiang; Jin-Fan Hu; Jocelyn Chanussot; Gemine Vivone (IEEE Trans. Cybern., 2023)

Learning Tensor Low-Rank Representation for Hyperspectral Anomaly Detection. - Minghua Wang; Qiang Wang 001; Danfeng Hong; Swalpa Kumar Roy; Jocelyn Chanussot (IEEE Trans. Cybern., 2023)

Graph-Based Active Learning for Nearly Blind Hyperspectral Unmixing. - Bohan Chen; Yifei Lou; Andrea L. Bertozzi; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

An Offset Graph U-Net for Hyperspectral Image Classification. - Rong Chen; Gemine Vivone; Guanghui Li 001; Chenglong Dai; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Spatial Data Augmentation: Improving the Generalization of Neural Networks for Pansharpening. - Lihui Chen 002; Gemine Vivone; Zihao Nie; Jocelyn Chanussot; Xiaomin Yang (IEEE Trans. Geosci. Remote. Sens., 2023)

Toward Hierarchical Adaptive Alignment for Aerial Object Detection in Remote Sensing Images. - Chenwei Deng; Donglin Jing; Yuqi Han; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Dynamic Hyperspectral Pansharpening CNNs. - Lin He 001; Dahan Xi; Jun Li 009; Honghao Lai; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Decoupled-and-Coupled Networks: Self-Supervised Hyperspectral Image Super-Resolution With Subpixel Fusion. - Danfeng Hong; Jing Yao 002; Chenyu Li 002; Deyu Meng; Naoto Yokoya; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

LGNet: Location-Guided Network for Road Extraction From Satellite Images. - Jingtao Hu; Junyu Gao 001; Yuan Yuan 001; Jocelyn Chanussot; Qi Wang 009 (IEEE Trans. Geosci. Remote. Sens., 2023)

S2DMSC: A Self-Supervised Deep Multilevel Subspace Clustering Approach for Large Hyperspectral Images. - Nan Huang 001; Liang Xiao 001; Qichao Liu; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

LRR-Net: An Interpretable Deep Unfolding Network for Hyperspectral Anomaly Detection. - Chenyu Li 002; Bing Zhang 001; Danfeng Hong; Jing Yao 002; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Spectral Variability Bayesian Unmixing for Hyperspectral Sequence in Wavelet Domain. - Hongyi Liu 001; Youkang Lu; Zebin Wu 001; Qian Du 001; Jocelyn Chanussot; Zhihui Wei (IEEE Trans. Geosci. Remote. Sens., 2023)

Category-Level Assignment for Cross-Domain Semantic Segmentation in Remote Sensing Images. - Huan Ni; Qingshan Liu 001; Haiyan Guan; Hong Tang 002; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Hyperspectral Sparse Unmixing via Nonconvex Shrinkage Penalties. - Longfei Ren; Danfeng Hong; Lianru Gao; Xu Sun 005; Min Huang; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Orthogonal Subspace Unmixing to Address Spectral Variability for Hyperspectral Image. - Longfei Ren; Danfeng Hong; Lianru Gao; Xu Sun 005; Min Huang; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Incremental Land Cover Classification via Label Strategy and Adaptive Weights. - Bo Ren 001; Zhao Wang; Biao Hou; Bo Liu 009; Zitong Wu; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2023)

Multimodal Fusion Transformer for Remote Sensing Image Classification. - Swalpa Kumar Roy; Ankur Deria; Danfeng Hong; Behnood Rasti; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Efficient Object Detection in Optical Remote Sensing Imagery via Attention-Based Feature Distillation. - Pourya Shamsolmoali; Jocelyn Chanussot; Huiyu Zhou 001; Yue Lu (IEEE Trans. Geosci. Remote. Sens., 2023)

A Pansharpening Method Based on Hybrid-Scale Estimation of Injection Gains. - Yan Shi 012; Aiyong Tan; Na Liu 014; Wei Li 032; Ran Tao 003; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Learning Double Subspace Representation for Joint Hyperspectral Anomaly Detection and Noise Removal. - Minghua Wang; Danfeng Hong; Bing Zhang 001; Longfei Ren; Jing Yao 002; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Large Kernel Sparse ConvNet Weighted by Multi-Frequency Attention for Remote Sensing Scene Understanding. - Junjie Wang; Wei Li 032; Mengmeng Zhang; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Remote-Sensing Scene Classification via Multistage Self-Guided Separation Network. - Junjie Wang; Wei Li 032; Mengmeng Zhang; Ran Tao 003; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Poissonian Blurred Hyperspectral Imagery Denoising Based on Variable Splitting and Penalty Technique. - Peng Wang 030; Yulan Wang; Bo Huang 001; Liguo Wang 001; Xiwang Zhang; Henry Leung; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

UCSL: Toward Unsupervised Common Subspace Learning for Cross-Modal Image Classification. - Jing Yao 002; Danfeng Hong; Haipeng Wang; Hao Liu 019; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

Extended Vision Transformer (ExViT) for Land Use and Land Cover Classification: A Multimodal Deep Learning Framework. - Jing Yao 002; Bing Zhang 001; Chenyu Li 002; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2023)

UIU-Net: U-Net in U-Net for Infrared Small Object Detection. - Xin Wu 001; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Image Process., 2023)

LRTCFPan: Low-Rank Tensor Completion Based Framework for Pansharpening. - Zhong-Cheng Wu; Ting-Zhu Huang; Liang-Jian Deng; Jie Huang 005; Jocelyn Chanussot; Gemine Vivone (IEEE Trans. Image Process., 2023)

Bayesian Nonlocal Patch Tensor Factorization for Hyperspectral Image Super-Resolution. - Fei Ye; Zebin Wu 001; Xiuping Jia; Jocelyn Chanussot; Yang Xu 006; Zhihui Wei (IEEE Trans. Image Process., 2023)

Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing. - Alexandre Zouaoui; Gedeon Muhawenayo; Behnood Rasti; Jocelyn Chanussot; Julien Mairal (IEEE Trans. Image Process., 2023)

Comparison of Machine Learning Algorithms for Flood Susceptibility Mapping. - Seyd Teymoor Seydi; Yousef Kanani-Sadat; Mahdi Hasanlou; Roya Sahraei; Jocelyn Chanussot; Meisam Amani (Remote. Sens., 2023)

A survey on hyperspectral image restoration: from the view of low-rank tensor approximation. - Na Liu 014; Wei Li 032; Yinjian Wang; Ran Tao 003; Qian Du 001; Jocelyn Chanussot (Sci. China Inf. Sci., 2023)

DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery. - Bobo Xi; Jiaojiao Li 001; Yan Diao; Yunsong Li 001; Zan Li 001; Yan Huang 018; Jocelyn Chanussot (IEEE Trans. Circuits Syst. Video Technol., 2023)

Soft dimensionality reduction for reinforcement data clustering. - Fatemeh Fathinezhad; Peyman Adibi; Bijan Shoushtarian; Hamidreza Baradaran Kashani; Jocelyn Chanussot (World Wide Web (WWW), 2023)

Heterogeneous/Homogeneous Change Detection dataset. - David Alejandro Jimenez Sierra; Hernán Darío Benítez-Restrepo; Juan Felipe Florez-Ospina; Behnood Rasti; Jocelyn Chanussot (Zenodo, 2023)

Semisupervised Cross-Scale Graph Prototypical Network for Hyperspectral Image Classification. - Bobo Xi; Jiaojiao Li 001; Yunsong Li 001; Rui Song 003; Yuchao Xiao; Qian Du 001; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2023)

A Triple-Double Convolutional Neural Network for Panchromatic Sharpening. - Tian-Jing Zhang; Liang-Jian Deng; Ting-Zhu Huang; Jocelyn Chanussot; Gemine Vivone (IEEE Trans. Neural Networks Learn. Syst., 2023)

COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation. - Munish Monga; Sachin Kumar Giroh; Ankit Jha; Mainak Singha; Biplab Banerjee; Jocelyn Chanussot (BMVC, 2024)

S2MAE: A Spatial-Spectral Pretraining Foundation Model for Spectral Remote Sensing Data. - Xuyang Li; Danfeng Hong; Jocelyn Chanussot (CVPR, 2024)

Learning Representations of Satellite Images From Metadata Supervision. - Jules Bourcier; Gohar Dashyan; Karteek Alahari; Jocelyn Chanussot (ECCV (27), 2024)

Pollen Identification and Concentration Estimation Using High Resolution Imaging and Deep Learning. - Anandaramane Candassamy; Alice Caplier; Jocelyn Chanussot; Roland Sarda Estève; Dominique Baisnée; Adeline Pouthier; David O'Connor; Benjamin Guinot; Dominique Filippi; Sylvain Bonnefond (EUSIPCO, 2024)

DEM-Assisted Neural Network for SAR-to-Optical Image Translation. - Antoine Bralet; Trong Nghia Ngo; Emmanuel Trouvé; Jocelyn Chanussot; Abdourrahmane M. Atto (IGARSS, 2024)

Hyperspectral Pansharpening: Review and Future Perspectives. - Matteo Ciotola; Giuseppe Guarino; Gemine Vivone; Jocelyn Chanussot; Antonio Plaza; Giuseppe Scarpa (IGARSS, 2024)

Unsupervised Domain Adaptation for Hyperspectral Image Classification via Causal Invariance. - Biqi Wang; Yang Xu 006; Zebin Wu 001; Zhihui Wei; Jocelyn Chanussot (IGARSS, 2024)

Regression-Based Injection for Hyperspectral Pansharpening Within A Generalized Laplacian Pyramid Framework. - Paolo Addesso; Gemine Vivone; Rocco Restaino; Marco Carpentiero; Jocelyn Chanussot (WHISPERS, 2024)

Deformable Kolmogorov-Arnold Networks For Hyperspectral Image Classification. - Ranko Lau; Jing Yao 002; Chenyu Li 002; Danfeng Hong; Jocelyn Chanussot (WHISPERS, 2024)

Prospects for Mitigating Spectral Variability in Tropical Species Classification Using Self-Supervised Learning. - Colin Prieur; Nassim Ait Ali Braham; Paul Tresson; Grégoire Vincent; Jocelyn Chanussot (WHISPERS, 2024)

SSDFL: Spatial scattering decomposition feature learning for PolSAR image. - Chen Yang 027; Biao Hou; Bo Ren 001; Xu Liu 006; Jocelyn Chanussot; Shuang Wang 001; Licheng Jiao (Int. J. Appl. Earth Obs. Geoinformation, 2024)

RustQNet: Multimodal deep learning for quantitative inversion of wheat stripe rust disease index. - Jie Deng 002; Danfeng Hong; Chenyu Li 002; Jing Yao 002; Ziqian Yang; Zhijian Zhang; Jocelyn Chanussot (Comput. Electron. Agric., 2024)

Fast Semi-supervised Unmixing using Non-convex Optimization. - Behnood Rasti; Alexandre Zouaoui; Julien Mairal; Jocelyn Chanussot (CoRR, 2024)

Low-Rank Representations Meets Deep Unfolding: A Generalized and Interpretable Network for Hyperspectral Anomaly Detection. - Chenyu Li 002; Bing Zhang 001; Danfeng Hong; Jing Yao 002; Jocelyn Chanussot (CoRR, 2024)

SpectralMamba: Efficient Mamba for Hyperspectral Image Classification. - Jing Yao 002; Danfeng Hong; Chenyu Li 002; Jocelyn Chanussot (CoRR, 2024)

Hyperspectral Pansharpening: Critical Review, Tools and Future Perspectives. - Matteo Ciotola; Giuseppe Guarino; Gemine Vivone; Giovanni Poggi; Jocelyn Chanussot; Antonio Plaza; Giuseppe Scarpa (CoRR, 2024)

Optimizing the image correction pipeline for pedestrian detection in the thermal-infrared domain. - Christophe Karam; Jessy Matias; Xavier Breniere; Jocelyn Chanussot (CoRR, 2024)

Assessing the Potential of PlanetScope Satellite Imagery to Estimate Particulate Matter Oxidative Potential. - Ian Hough; Loïc Argentier; Ziyang Jiang; Tongshu Zheng; Mike Bergin; David E. Carlson; Jean-Luc Jaffrezo; Jocelyn Chanussot; Gaëlle Uzu (CoRR, 2024)

Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification. - Muhammad Ahmad; Muhammad Hassaan Farooq Butt; Muhammad Usama; Adil Mehmood Khan; Manuel Mazzara; Salvatore Distefano; Hamad Ahmed Altuwaijri; Swalpa Kumar Roy; Jocelyn Chanussot; Danfeng Hong (CoRR, 2024)

SeaMo: A Multi-Seasonal and Multimodal Remote Sensing Foundation Model. - Xuyang Li; Danfeng Hong; Chenyu Li 002; Jocelyn Chanussot (CoRR, 2024)

A novel deep Siamese framework for burned area mapping Leveraging mixture of experts. - Seyd Teymoor Seydi; Mahdi Hasanlou; Jocelyn Chanussot (Eng. Appl. Artif. Intell., 2024)

Cross-modal and multimodal data analysis based on functional mapping of spectral descriptors and manifold regularization. - Maysam Behmanesh; Peyman Adibi; Jocelyn Chanussot; Sayyed Mohammad Saeed Ehsani (Neurocomputing, 2024)

CasFormer: Cascaded transformers for fusion-aware computational hyperspectral imaging. - Chenyu Li 002; Bing Zhang 001; Danfeng Hong; Jun Zhou 001; Gemine Vivone; Shutao Li; Jocelyn Chanussot (Inf. Fusion, 2024)

ISSLIDE: A New InSAR Dataset for Slow SLIding Area DEtection With Machine Learning. - Antoine Bralet; Emmanuel Trouvé; Jocelyn Chanussot; Abdourrahmane M. Atto (IEEE Geosci. Remote. Sens. Lett., 2024)

Diamond-Unet: A Novel Semantic Segmentation Network Based on U-Net Network and Transformer for Deep Space Rock Images. - Guocheng Li; Bobo Xi; Yufei He; Tie Zheng; Yunsong Li 001; Changbin Xue; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2024)

Small Object-Aware Video Coding for Machines via Feature-Motion Synergy. - Qihan Xu; Bobo Xi; Haitao Xu; Yun Huang; Yunsong Li 001; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2024)

Model-Based Decomposition Feature Learning With Adversarial Prior. - Chen Yang 027; Yue Hu; Biao Hou; Bo Ren 001; Jocelyn Chanussot; Licheng Jiao (IEEE Geosci. Remote. Sens. Lett., 2024)

Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification. - Nassim Ait Ali Braham; Julien Mairal; Jocelyn Chanussot; Lichao Mou; Xiao Xiang Zhu 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

EMYNet-BDD: EfficientViTB Meets Yolov8 in the Encoder-Decoder Architecture for Building Damage Detection Using Postevent Remote Sensing Images. - Masoomeh Gomroki; Mahdi Hasanlou; Jocelyn Chanussot; Danfeng Hong (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Beyond Supervised Learning in Remote Sensing: A Systematic Review of Deep Learning Approaches. - Benyamin Hosseiny; Masoud MahdianPari; MohammadAli Hemati; Ali Radman; Fariba Mohammadimanesh; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Cross-City Semantic Segmentation (C2Seg) in Multimodal Remote Sensing: Outcome of the 2023 IEEE WHISPERS C2Seg Challenge. - Yuheng Liu; Ye Wang 020; Yifan Zhang 006; Shaohui Mei; Jiaqi Zou; Zhuohong Li; Fangxiao Lu; Wei He 003; Hongyan Zhang 001; Huilin Zhao; Chuan Chen; Cong Xia; et al. (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Investigating Abiotic Sources of Spectral Variability From Multitemporal Hyperspectral Airborne Acquisitions Over the French Guyana Canopy. - Colin Prieur; Anthony Laybros; Giovanni Frati; Daniel Schläpfer; Jocelyn Chanussot; Grégoire Vincent (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Review of Zero-Shot Remote Sensing Image Scene Classification. - Xiaomeng Tan; Bobo Xi; Jiaojiao Li 001; Tie Zheng; Yunsong Li 001; Changbin Xue; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

MFINet: A Novel Zero-Shot Remote Sensing Scene Classification Network Based on Multimodal Feature Interaction. - Xiaomeng Tan; Bobo Xi; Haitao Xu; Yunsong Li 001; Changbin Xue; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Hyperspectral Simultaneous Anomaly Detection and Denoising: Insights From Integrative Perspective. - Minghua Wang; Lianru Gao; Longfei Ren; Xian Sun; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Mind the Gap: Multilevel Unsupervised Domain Adaptation for Cross-Scene Hyperspectral Image Classification. - Mingshuo Cai; Bobo Xi; Jiaojiao Li 001; Shou Feng; Yunsong Li 001; Zan Li 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Model-Based Super-Resolution for Sentinel-5P Data. - Alessia Carbone; Rocco Restaino; Gemine Vivone; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Deep Symmetric Fusion Transformer for Multimodal Remote Sensing Data Classification. - Honghao Chang; Haixia Bi; Fan Li 003; Chen Xu; Jocelyn Chanussot; Danfeng Hong (IEEE Trans. Geosci. Remote. Sens., 2024)

Learning a Robust Topological Relationship for Online Multiobject Tracking in UAV Scenarios. - Chenwei Deng; Jiapeng Wu; Yuqi Han; Wenzheng Wang; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Cross-Domain Few-Shot Learning Based on Decoupled Knowledge Distillation for Hyperspectral Image Classification. - Shou Feng; Hongzhe Zhang; Bobo Xi; Chunhui Zhao 003; Yunsong Li 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification. - Zhu Han 002; Jin Yang; Lianru Gao; Zhiqiang Zeng; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification. - Zhu Han 002; Ce Zhang 005; Lianru Gao; Zhiqiang Zeng; Michael K. Ng 001; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Two Spectral-Spatial Implicit Neural Representations for Arbitrary-Resolution Hyperspectral Pansharpening. - Lin He 001; Zhou Fang; Jun Li 009; Jocelyn Chanussot; Antonio Plaza (IEEE Trans. Geosci. Remote. Sens., 2024)

Multilevel Attention Dynamic-Scale Network for HSI and LiDAR Data Fusion Classification. - Yufei He; Bobo Xi; Guocheng Li; Tie Zheng; Yunsong Li 001; Changbin Xue; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Model-Informed Multistage Unsupervised Network for Hyperspectral Image Super-Resolution. - Jiaxin Li; Ke Zheng; Lianru Gao; Li Ni; Min Huang; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Interpretable Networks for Hyperspectral Anomaly Detection: A Deep Unfolding Solution. - Chenyu Li 002; Bing Zhang 001; Danfeng Hong; Jing Yao 002; Xiuping Jia; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Quantum Information-Empowered Graph Neural Network for Hyperspectral Change Detection. - Chia-Hsiang Lin; Tzu-Hsuan Lin; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

LM-Net: A Lightweight Matching Network for Remote Sensing Image Matching and Registration. - Dou Quan; Zhe Wang; Chonghua Lv; Shuang Wang 001; Yi Li 054; Bo Ren 001; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2024)

F3Net: Adaptive Frequency Feature Filtering Network for Multimodal Remote Sensing Image Registration. - Dou Quan; Zhe Wang; Shuang Wang 001; Yunan Li 001; Bo Ren 001; Mengte Kang; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2024)

Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package. - Behnood Rasti; Alexandre Zouaoui; Julien Mairal; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Fast Semisupervised Unmixing Using Nonconvex Optimization. - Behnood Rasti; Alexandre Zouaoui; Julien Mairal; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

HADGSM: A Unified Nonconvex Framework for Hyperspectral Anomaly Detection. - Longfei Ren; Lianru Gao; Minghua Wang; Xu Sun 005; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

A Lightweight Framework With Knowledge Distillation for Zero-Shot Mars Scene Classification. - Xiaomeng Tan; Bobo Xi; Haitao Xu; Jiaojiao Li 001; Yunsong Li 001; Changbin Xue; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Unsupervised Domain Adaption of Hyperspectral Images Based on Paring Domain Discrimination. - Biqi Wang; Yang Xu 006; Zebin Wu 001; Zhihui Wei; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Hyperspectral Images Single-Source Domain Generalization Based on Nonlinear Sample Generation. - Biqi Wang; Yang Xu 006; Zebin Wu 001; Shangdong Zheng; Zhihui Wei; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events. - Xin Wu 001; Zhanchao Huang; Li Wang 039; Jocelyn Chanussot; Jiaojiao Tian (IEEE Trans. Geosci. Remote. Sens., 2024)

CTF-SSCL: CNN-Transformer for Few-Shot Hyperspectral Image Classification Assisted by Semisupervised Contrastive Learning. - Bobo Xi; Yun Zhang; Jiaojiao Li 001; Yunsong Li 001; Zan Li 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Blind Spectral Super-Resolution by Estimating Spectral Degradation Between Unpaired Images. - Jie Xie 002; Leyuan Fang; Cheng Wu; Feng Xie; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

Unsupervised Hyperspectral and Multispectral Image Fusion With Deep Spectral-Spatial Collaborative Constraint. - Haoyang Yu 001; Zhixin Ling; Ke Zheng; Lianru Gao; Jiaxin Li; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

MeSAM: Multiscale Enhanced Segment Anything Model for Optical Remote Sensing Images. - Xichuan Zhou; Fu Liang; Lihui Chen 002; Haijun Liu 001; Qianqian Song; Gemine Vivone; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2024)

A Unified Deep Learning Network for Remote Sensing Image Registration and Change Detection. - Rufan Zhou; Dou Quan; Shuang Wang 001; Chonghua Lv; Xianwei Cao; Jocelyn Chanussot; Yi Li 054; Licheng Jiao (IEEE Trans. Geosci. Remote. Sens., 2024)

SAR-DEM-Optical Mountainous Dataset for Distortion Management. - Antoine Bralet; Trong Nghia Ngo; Emmanuel Trouvé; Jocelyn Chanussot; Abdourrahmane M. Atto (IEEE DataPort, 2024)

Attention Network with Outdoor Illumination Variation Prior for Spectral Reconstruction from RGB Images. - Liyao Song; Haiwei Li; Song Liu; Junyu Chen; Jiancun Fan; Quan Wang; Jocelyn Chanussot (Remote. Sens., 2024)

A Concurrent Multiscale Detector for End-to-End Image Matching. - Dou Quan; Shuang Wang 001; Ning Huyan; Yi Li 054; Ruiqi Lei; Jocelyn Chanussot; Biao Hou; Licheng Jiao (IEEE Trans. Neural Networks Learn. Syst., 2024)

Road Accessibility during Natural Hazards Based on Volunteered Geographic Information Data and Network Analysis. - Janine Florath; Jocelyn Chanussot; Sina Keller (ISPRS Int. J. Geo Inf., 2024)

Local and soft feature selection for value function approximation in batch reinforcement learning for robot navigation. - Fatemeh Fathinezhad; Peyman Adibi; Bijan Shoushtarian; Jocelyn Chanussot (J. Supercomput., 2024)

Geometric Multimodal Deep Learning With Multiscaled Graph Wavelet Convolutional Network. - Maysam Behmanesh; Peyman Adibi; Sayyed Mohammad Saeed Ehsani; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2024)

AUD-Net: A Unified Deep Detector for Multiple Hyperspectral Image Anomaly Detection via Relation and Few-Shot Learning. - Ning Huyan; Xiangrong Zhang; Dou Quan; Jocelyn Chanussot; Licheng Jiao (IEEE Trans. Neural Networks Learn. Syst., 2024)

ISSLIDE: InSAR dataset for Slow SLIding area DEtection with machine learning. - Antoine Bralet; Emmanuel Trouvé; Jocelyn Chanussot; Abdourrahmane M. Atto (IEEE DataPort, 2024)

Multimodal Remote Sensing Dataset for Landslide Change Detection in Haiti. - Antoine Bralet; Emmanuel Trouvé; Jocelyn Chanussot; Abdourrahmane M. Atto (IEEE DataPort, 2024)

SpectralGPT: Spectral Remote Sensing Foundation Model. - Danfeng Hong; Bing Zhang 001; Xuyang Li; Yuxuan Li; Chenyu Li 002; Jing Yao 002; Naoto Yokoya; Hao Li 019; Pedram Ghamisi; Xiuping Jia; Antonio Plaza; Paolo Gamba; et al. (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Rethinking Pan-Sharpening in Closed-Loop Regularization. - Man Zhou; Jie Huang 017; Danfeng Hong; Feng Zhao 004; Chongyi Li; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2024)

Spectral-Spatial Transformer for Hyperspectral Image Sharpening. - Lihui Chen 002; Gemine Vivone; Jiayi Qin; Jocelyn Chanussot; Xiaomin Yang (IEEE Trans. Neural Networks Learn. Syst., 2024)

Translation-classification loss for SAR image understanding with deep learning. - Antoine Bralet; Abdourrahmane M. Atto; Jocelyn Chanussot; Emmanuel Trouvé (Comput. Vis. Image Underst., 2025)

Spatial-spectral morphological mamba for hyperspectral image classification. - Muhammad Ahmad; Muhammad Hassaan Farooq Butt; Adil Mehmood Khan; Manuel Mazzara; Salvatore Distefano; Muhammad Usama; Swalpa Kumar Roy; Jocelyn Chanussot; Danfeng Hong (Neurocomputing, 2025)

IcGAN4ColSAR: A Novel Multispectral Conditional Generative Adversarial Network Approach for SAR Image Colorization. - Kangqing Shen; Gemine Vivone; Simone Lolli; Michael Schmitt 003; Xiaoyuan Yang 003; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2025)

SpectralEarth: Training Hyperspectral Foundation Models at Scale. - Nassim Ait Ali Braham; Conrad M. Albrecht; Julien Mairal; Jocelyn Chanussot; Yi Wang 072; Xiao Xiang Zhu 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Multimodal Semantic Segmentation in Yangtze River Economic Belt: Outcome of the 2024 IEEE WHISPERS MMSeg-YREB Challenge. - Jiepan Li; He Huang; Yu Xia; Xian Xu; Yingxin Wu; Qi Guo; Yinhe Liu; Yanfei Zhong; Jeongho Min; Sungbin Son; Hyeonjin Kim; Jaejun Yoo; et al. (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

PDCNet: A Polarimetric Data-Enhanced Contrastive Learning Network for PolSAR Land Cover Classification. - Bo Ren 001; Chaoyue Hua; Biao Hou; Jian Lv; Chen Yang 027; Licheng Jiao; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Iteratively Regularizing Hyperspectral and Multispectral Image Fusion With Framelets. - Xiangfei Shen; Lihui Chen 002; Haijun Liu 001; Xichuan Zhou; Wenxing Bao; Ling Tian; Gemine Vivone; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Nonlocal and Local Feature-Coupled Self-Supervised Network for Hyperspectral Anomaly Detection. - Degang Wang; Longfei Ren; Xu Sun 005; Lianru Gao; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

ECSPLAIN: Explainability-Constrained Classifier for Pairing the Detection and the Localization of Moving Areas From SAR Interferograms. - Antoine Bralet; Abdourrahmane M. Atto; Jocelyn Chanussot; Emmanuel Trouvé (IEEE Trans. Geosci. Remote. Sens., 2025)

Graph U-Net With Topology-Feature Awareness Pooling for Hyperspectral Image Classification. - Rong Chen; Gemine Vivone; Guanghui Li 001; Chenglong Dai; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

Multimodal Image Classification Based on Convolutional Network and Attention-Based Hidden Markov Random Field. - Elham Kordi Ghasrodashti; Peyman Adibi; Hossein Karshenas; Hamidreza Baradaran Kashani; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

Subpixel Spectral Variability Network for Hyperspectral Image Classification. - Zhu Han 002; Jin Yang; Lianru Gao; Zhiqiang Zeng; Bing Zhang 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

Enhanced Deep Image Prior for Unsupervised Hyperspectral Image Super-Resolution. - Jiaxin Li; Ke Zheng; Lianru Gao; Zhu Han 002; Zhi Li 083; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

Conditional Gaussian Enhanced Dense Correlation Matching for Cross-Category Land Cover Classification. - Huan Ni; Haiyan Guan; Xudong Tong; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

Hyperspectral Image Classification With Mamba. - Zhaojie Pan; Chenyu Li 002; Antonio Plaza; Jocelyn Chanussot; Danfeng Hong (IEEE Trans. Geosci. Remote. Sens., 2025)

Kolmogorov-Arnold Network for Hyperspectral Change Detection. - Seyd Teymoor Seydi; Mojtaba Sadegh; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

MAGS: Max-Gap Loss-Guided Siamese-Reconstruction Network for Hyperspectral Image Partial Label Learning. - Xiaoyu Tian; Fulin Luo; Chuan Fu; Tan Guo; Bo Du 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

HyLiOSR: Staged Progressive Learning for Joint Open-Set Recognition of Hyperspectral and LiDAR Data. - Bobo Xi; Mingshuo Cai; Jiaojiao Li 001; Zhengjue Wang; Shou Feng; Yunsong Li 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

MCTGCL: Mixed CNN-Transformer for Mars Hyperspectral Image Classification With Graph Contrastive Learning. - Bobo Xi; Yun Zhang; Jiaojiao Li 001; Tie Zheng; Xunfeng Zhao; Haitao Xu; Changbin Xue; Yunsong Li 001; Jocelyn Chanussot (IEEE Trans. Geosci. Remote. Sens., 2025)

Transductive Few-Shot Learning With Enhanced Spectral-Spatial Embedding for Hyperspectral Image Classification. - Bobo Xi; Yun Zhang; Jiaojiao Li 001; Yan Huang 018; Yunsong Li 001; Zan Li 001; Jocelyn Chanussot (IEEE Trans. Image Process., 2025)

A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges. - Lei Ding 008; Danfeng Hong; Maofan Zhao; Hongruixuan Chen; Chenyu Li 002; Jie Deng 002; Naoto Yokoya; Lorenzo Bruzzone; Jocelyn Chanussot (CoRR, 2025)

UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction. - Chenyu Li 002; Danfeng Hong; Bing Zhang 001; Yuxuan Li; Gustau Camps-Valls; Xiao Xiang Zhu 001; Jocelyn Chanussot (CoRR, 2025)

Probing Synergistic High-Order Interaction for Multi-Modal Image Fusion. - Man Zhou; Naishan Zheng; Xuanhua He; Danfeng Hong; Jocelyn Chanussot (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Fully-Connected Transformer for Multi-Source Image Fusion. - Xiao Wu; Zihan Cao; Ting-Zhu Huang; Liang-Jian Deng; Jocelyn Chanussot; Gemine Vivone (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Learning Disentangled Priors for Hyperspectral Anomaly Detection: A Coupling Model-Driven and Data-Driven Paradigm. - Chenyu Li 002; Bing Zhang 001; Danfeng Hong; Xiuping Jia; Antonio Plaza; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2025)

VOGTNet: Variational Optimization-Guided Two-Stage Network for Multispectral and Panchromatic Image Fusion. - Peng Wang 030; Zhongchen He; Bo Huang 001; Mauro Dalla Mura; Henry Leung; Jocelyn Chanussot (IEEE Trans. Neural Networks Learn. Syst., 2025)

A General Spatial-Frequency Learning Framework for Multimodal Image Fusion. - Man Zhou; Jie Huang 017; Keyu Yan; Danfeng Hong; Xiuping Jia; Jocelyn Chanussot; Chongyi Li (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Hyperspectral Imaging. - Danfeng Hong; Chenyu Li 002; Naoto Yokoya; Bing Zhang 001; Xiuping Jia; Antonio Plaza; Paolo Gamba; Jón Atli Benediktsson; Jocelyn Chanussot (CoRR, 2025)