Jocelyn Chanussot

According to our database1, Jocelyn Chanussot authored at least 415 papers between 1998 and 2020.

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Awards

IEEE Fellow

IEEE Fellow 2012, "For contributions to data fusion and image processing for remote sensing".

Timeline

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Bibliography

2020
Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation.
IEEE Trans. Neural Networks Learn. Syst., 2020

Spectral Variability Aware Blind Hyperspectral Image Unmixing Based on Convex Geometry.
IEEE Trans. Image Process., 2020

A Data-Driven Model-Based Regression Applied to Panchromatic Sharpening.
IEEE Trans. Image Process., 2020

Hyperspectral Pansharpening Using Deep Prior and Dual Attention Residual Network.
IEEE Trans. Geosci. Remote. Sens., 2020

Online Structured Sparsity-Based Moving-Object Detection From Satellite Videos.
IEEE Trans. Geosci. Remote. Sens., 2020

Global Spatial and Local Spectral Similarity-Based Manifold Learning Group Sparse Representation for Hyperspectral Imagery Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2020

Pansharpening: Context-Based Generalized Laplacian Pyramids by Robust Regression.
IEEE Trans. Geosci. Remote. Sens., 2020

PolSAR Feature Extraction Via Tensor Embedding Framework for Land Cover Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

CNN-Based Super-Resolution of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2020

A Two-Stream Multiscale Deep Learning Architecture for Pan-Sharpening.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Spectral-Fidelity Convolutional Neural Networks for Hyperspectral Pansharpening.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

CNN based spectral super-resolution of remote sensing images.
Signal Process., 2020

Unsupervised and Supervised Feature Extraction Methods for Hyperspectral Images Based on Mixtures of Factor Analyzers.
Remote. Sens., 2020

Graph-Based Data Fusion Applied to: Change Detection and Biomass Estimation in Rice Crops.
Remote. Sens., 2020

Toward Super-Resolution Image Construction Based on Joint Tensor Decomposition.
Remote. Sens., 2020

Fourier-Based Rotation-Invariant Feature Boosting: An Efficient Framework for Geospatial Object Detection.
IEEE Geosci. Remote. Sens. Lett., 2020

A Pansharpening Approach Based on Multiple Linear Regression Estimation of Injection Coefficients.
IEEE Geosci. Remote. Sens. Lett., 2020

Learning-Shared Cross-Modality Representation Using Multispectral-LiDAR and Hyperspectral Data.
IEEE Geosci. Remote. Sens. Lett., 2020

Spectral Unmixing: A Derivation of the Extended Linear Mixing Model From the Hapke Model.
IEEE Geosci. Remote. Sens. Lett., 2020

Fusion of short-wave infrared and visible near-infrared WorldView-3 data.
Inf. Fusion, 2020

Towards perceptual image fusion: A novel two-layer framework.
Inf. Fusion, 2020

Exploring coupled images fusion based on joint tensor decomposition.
Hum. centric Comput. Inf. Sci., 2020

Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction.
CoRR, 2020

PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field.
CoRR, 2020

More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification.
CoRR, 2020

Graph Convolutional Networks for Hyperspectral Image Classification.
CoRR, 2020

Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution.
CoRR, 2020

Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning.
CoRR, 2020

Spatial-Spectral Manifold Embedding of Hyperspectral Data.
CoRR, 2020

X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data.
CoRR, 2020

Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks.
CoRR, 2020

Graph-based fusion for change detection in multi-spectral images.
CoRR, 2020

Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep.
CoRR, 2020

Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution.
Proceedings of the Computer Vision - ECCV 2020, 2020

2019
Hyperspectral Anomaly Detection via Global and Local Joint Modeling of Background.
IEEE Trans. Signal Process., 2019

Nonlocal Patch Tensor Sparse Representation for Hyperspectral Image Super-Resolution.
IEEE Trans. Image Process., 2019

An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing.
IEEE Trans. Image Process., 2019

Hyperspectral Image Unmixing With Endmember Bundles and Group Sparsity Inducing Mixed Norms.
IEEE Trans. Image Process., 2019

ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features.
IEEE Trans. Geosci. Remote. Sens., 2019

Pansharpening Based on Deconvolution for Multiband Filter Estimation.
IEEE Trans. Geosci. Remote. Sens., 2019

Dynamic Multicontext Segmentation of Remote Sensing Images Based on Convolutional Networks.
IEEE Trans. Geosci. Remote. Sens., 2019

Assessment of Hyperspectral Sharpening Methods for the Monitoring of Natural Areas Using Multiplatform Remote Sensing Imagery.
IEEE Trans. Geosci. Remote. Sens., 2019

StfNet: A Two-Stream Convolutional Neural Network for Spatiotemporal Image Fusion.
IEEE Trans. Geosci. Remote. Sens., 2019

Hyperspectral Classification Through Unmixing Abundance Maps Addressing Spectral Variability.
IEEE Trans. Geosci. Remote. Sens., 2019

CoSpace: Common Subspace Learning From Hyperspectral-Multispectral Correspondences.
IEEE Trans. Geosci. Remote. Sens., 2019

Conditional Random Field and Deep Feature Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Scene Classification With Recurrent Attention of VHR Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2019

Superresolution Land Cover Mapping Based on Pixel-, Subpixel-, and Superpixel-Scale Spatial Dependence With Pansharpening Technique.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Soft-Then-Hard Super-Resolution Mapping Based on Pansharpening Technique for Remote Sensing Image.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Pansharpening via Detail Injection Based Convolutional Neural Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

HyperPNN: Hyperspectral Pansharpening via Spectrally Predictive Convolutional Neural Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

An Improved Stationarity Test Based on Surrogates.
IEEE Signal Process. Lett., 2019

Braids of partitions for the hierarchical representation and segmentation of multimodal images.
Pattern Recognit., 2019

Target recognition in SAR images via sparse representation in the frequency domain.
Pattern Recognit., 2019

A Combiner-Based Full Resolution Quality Assessment Index for Pansharpening.
IEEE Geosci. Remote. Sens. Lett., 2019

Snow Cover Estimation From Image Time Series Based on Spectral Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2019

An Introduction to Deep Morphological Networks.
CoRR, 2019

Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification.
CoRR, 2019

Dynamic Material-Aware Object Tracking in Hyperspectral Videos.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

L0 Gradient Regularized Low-Rank Tensor Model for Hyperspectral Image Denoising.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019


Sequential Tensor Decomposition For Gas Tracking In Lwir Hyperspectral Video Sequences.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

Mixed Noise Reduction in Hyperspectral Imagery.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

LiDAR-Guided Reduction Of Spectral Variability in Hyperspectral Imagery.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

Fast Blind Hyperspectral Unmixing Based On Graph Laplacian.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

Constructing a Braid of Partitions from Hierarchies of Partitions.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2019

Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

(Semi-) Supervised Mixtures of Factor Analyzers and Deep Mixtures of Factor Analyzers Dimensionality Reduction Algorithms For Hyperspectral Images Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Estimation of Diffuse Component of Global Radiation Based on Leaf-Scale Crop Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Polsar Land Cover Classification via Tensorial Embedding Methods.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Intensity Calibration of a MCT-APD Sensor for a Flash Lidar System.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multimodal-Temporal Fusion: Blending Multimodal Remote Sensing Images to Generate Image Series With High Temporal Resolution.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

LiDAR Data-Aided Hypergraph Regularized Multi-Modal Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

WU-Net: A Weakly-Supervised Unmixing Network for Remotely Sensed Hyperspectral Imagery.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
Full Scale Regression-Based Injection Coefficients for Panchromatic Sharpening.
IEEE Trans. Image Process., 2018

A Variational Pansharpening Approach Based on Reproducible Kernel Hilbert Space and Heaviside Function.
IEEE Trans. Image Process., 2018

Joint Reconstruction and Anomaly Detection From Compressive Hyperspectral Images Using Mahalanobis Distance-Regularized Tensor RPCA.
IEEE Trans. Geosci. Remote. Sens., 2018

Low-Rank Decomposition and Total Variation Regularization of Hyperspectral Video Sequences.
IEEE Trans. Geosci. Remote. Sens., 2018

A Bayesian Procedure for Full-Resolution Quality Assessment of Pansharpened Products.
IEEE Trans. Geosci. Remote. Sens., 2018

A Regression-Based High-Pass Modulation Pansharpening Approach.
IEEE Trans. Geosci. Remote. Sens., 2018

Multiple Feature Kernel Sparse Representation Classifier for Hyperspectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2018

Foreword to the Special Issue on Hyperspectral Remote Sensing and Imaging Spectroscopy.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Class-Oriented Weighted Kernel Sparse Representation With Region-Level Kernel for Hyperspectral Imagery Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A nonparametric test for slowly-varying nonstationarities.
Signal Process., 2018

Noise Reduction in Hyperspectral Imagery: Overview and Application.
Remote. Sens., 2018

An Assessment of Existing Methodologies to Retrieve Snow Cover Fraction from MODIS Data.
Remote. Sens., 2018

Exploration of Planetary Hyperspectral Images with Unsupervised Spectral Unmixing: A Case Study of Planet Mars.
Remote. Sens., 2018

Mapping Urban Land Cover of a Large Area Using Multiple Sensors Multiple Features.
Remote. Sens., 2018

A cellular automata-based filtering approach to multi-temporal image denoising.
Expert Syst. J. Knowl. Eng., 2018

Dynamic Multi-Scale Semantic Segmentation based on Dilated Convolutional Networks.
CoRR, 2018

Deep Learning for Fusion of APEX Hyperspectral and Full-Waveform LiDAR Remote Sensing Data for Tree Species Mapping.
IEEE Access, 2018

Gas Plume Detection in Hyperspectral Video Sequence Using Tensor Nuclear Norm.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

Classification Using Unmixing Models in Areas With Substantial Endmember Variability.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

A Novel Highly Parallel Algorithm For The Detection And Tracking Of Chemical Gas Plumes Using Hyperspectral Video Sequences.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

GPU Parallel Implementation of Gas Plume Detection in Hyperspectral Video Sequences.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Study on Full Scale Injection Coefficients for Pansharpening.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Spatial Resolution Enhancement of Optical Images Based on Tensor Decomposition.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Feature-Level Loss for Multispectral Pan-Sharpening with Machine Learning.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Evaluation of Hyperspectral Classification Maps in Heterogeneous Ecosystem.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Extended Linear Mixing Model in an Ecosytem with High Spectral Variability.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Endmembers as Directional Data for Robust Material Variability Retrieval in Hyperspectral Image Unmixing.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

2017
Object Tracking by Hierarchical Decomposition of Hyperspectral Video Sequences: Application to Chemical Gas Plume Tracking.
IEEE Trans. Geosci. Remote. Sens., 2017

Context-Adaptive Pansharpening Based on Image Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2017

Evaluation of the New Information in the H/α Feature Space Provided by ICA in PolSAR Data Analysis.
IEEE Trans. Geosci. Remote. Sens., 2017

Multimorphological Superpixel Model for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Multiple Kernel Learning for Hyperspectral Image Classification: A Review.
IEEE Trans. Geosci. Remote. Sens., 2017

Guest Editorial Computational Imaging for Earth Sciences.
IEEE Trans. Computational Imaging, 2017

Hyperspectral Image Classification With Rotation Random Forest Via KPCA.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Using Multiple Subpixel Shifted Images With Spatial-Spectral Information in Soft-Then-Hard Subpixel Mapping.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Relationships Between Nonlinear and Space-Variant Linear Models in Hyperspectral Image Unmixing.
IEEE Signal Process. Lett., 2017

4DCAF: A temporal approach for denoising hyperspectral image sequences.
Pattern Recognit., 2017

Band Assignment Approaches for Hyperspectral Sharpening.
IEEE Geosci. Remote. Sens. Lett., 2017

Information extraction from remote sensing imagery.
Geo spatial Inf. Sci., 2017

Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation.
CoRR, 2017

Cellular Automata-Based Image Sequence Denoising Algorithm for Signal Dependent Noise.
Proceedings of the Biomedical Applications Based on Natural and Artificial Computing, 2017

Spatio-temporal cellular automata-based filtering for image sequence denoising.
Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

Information extraction by blind source separation from polarimetric SAR data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Using time series to improve endmembers estimation on multispectral images for snow monitoring.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Collaborative total variation for hyperspectral pansharpening.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Keynote 2: Opportunities and challenges in hyperspectral remote sensing.
Proceedings of the 2017 IEEE International Conference on Signal and Image Processing Applications, 2017

Robust linear unmixing with enhanced sparsity.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

A graph-based approach for feature extraction and segmentation of multimodal images.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Learning a low-coherence dictionary to address spectral variability for hyperspectral unmixing.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Hyperspectral image inpainting based on collaborative total variation.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

A comparison between real and complex Schott spherical symmetry test for PolSAR data analysis.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Improved Local Spectral Unmixing of hyperspectral data using an algorithmic regularization path for collaborative sparse regression.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Estimating the Number of Endmembers to Use in Spectral Unmixing of Hyperspectral Data with Collaborative Sparsity.
Proceedings of the Latent Variable Analysis and Signal Separation, 2017

2016
Spatio-Temporal Multiscale Denoising of Fluoroscopic Sequence.
IEEE Trans. Medical Imaging, 2016

Hyperspectral Super-Resolution of Locally Low Rank Images From Complementary Multisource Data.
IEEE Trans. Image Process., 2016

A Framework for Fast Image Deconvolution With Incomplete Observations.
IEEE Trans. Image Process., 2016

Fusion of Multispectral and Panchromatic Images Based on Morphological Operators.
IEEE Trans. Image Process., 2016

Correction to "Dynamical Spectral Unmixing of Multitemporal Hyperspectral Images".
IEEE Trans. Image Process., 2016

Dynamical Spectral Unmixing of Multitemporal Hyperspectral Images.
IEEE Trans. Image Process., 2016

Blind Hyperspectral Unmixing Using an Extended Linear Mixing Model to Address Spectral Variability.
IEEE Trans. Image Process., 2016

Rotation-Based Support Vector Machine Ensemble in Classification of Hyperspectral Data With Limited Training Samples.
IEEE Trans. Geosci. Remote. Sens., 2016

Nonnegative Tensor CP Decomposition of Hyperspectral Data.
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.
IEEE Trans. Geosci. Remote. Sens., 2016

Spherical Symmetry of Complex Stochastic Models in Multivariate High-Resolution PolSAR Images.
IEEE Trans. Geosci. Remote. Sens., 2016

Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2016

Morphological Attribute Profiles With Partial Reconstruction.
IEEE Trans. Geosci. Remote. Sens., 2016

Nonlinear Multiple Kernel Learning With Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2016

Hyperspectral Local Intrinsic Dimensionality.
IEEE Trans. Geosci. Remote. Sens., 2016

Fusion of Spectral and Spatial Information for Classification of Hyperspectral Remote-Sensed Imagery by Local Graph.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Foreword to the Special Issue on Hyperspectral Remote Sensing and Imaging Spectroscopy.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Combining Rotation Forest and Multiscale Segmentation for the Classification of Hyperspectral Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Kernel Supervised Ensemble Classifier for the Classification of Hyperspectral Data Using Few Labeled Samples.
Remote. Sens., 2016

Special issue on advances in pattern recognition in remote sensing.
Pattern Recognit. Lett., 2016

Multi-resolution analysis techniques and nonlinear PCA for hybrid pansharpening applications.
Multidimens. Syst. Signal Process., 2016

Class-Separation-Based Rotation Forest for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2016

Soft-Then-Hard Subpixel Land Cover Mapping Based on Spatial-Spectral Interpolation.
IEEE Geosci. Remote. Sens. Lett., 2016

Combining Morphological Attribute Profiles via an Ensemble Method for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2016

A General Framework for Fast Image Deconvolution with Incomplete Observations. Applications to Unknown Boundaries, Inpainting, Superresolution, and Demosaicing.
CoRR, 2016

Nonnegative CP decomposition of multiangle hyperspectral data: A case study on CRISM observations of Martian ICY surface.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Unmixing-based gas plume tracking in LWIR hyperspectral video sequences.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

From local to global unmixing of hyperspectral images to reveal spectral variability.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Multispectral and hyperspectral data fusion based on SAM minimization band assignment approach.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Snow cover estimation based on spectral unmixing.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Variability of the endmembers in spectral unmixing: Recent advances.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Hyperspectral pansharpening using convex optimization and collaborative total variation regularization.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Pansharpening of hyperspectral images: Exploiting data acquired by multiple platforms.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

LiDAR information extraction by attribute filters with partial reconstruction.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Learning to semantically segment high-resolution remote sensing images.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

GAS plume detection in hyperspectral video sequence using low rank representation.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Hyperspectral unmixing with material variability using social sparsity.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Canonical polyadic decomposition of hyperspectral patch tensors.
Proceedings of the 24th European Signal Processing Conference, 2016

2015
Curvelet Based Contrast Enhancement in Fluoroscopic Sequences.
IEEE Trans. Medical Imaging, 2015

Random Subspace Ensembles for Hyperspectral Image Classification With Extended Morphological Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2015

Spectral-Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields.
IEEE Trans. Geosci. Remote. Sens., 2015

Pansharpening Based on Semiblind Deconvolution.
IEEE Trans. Geosci. Remote. Sens., 2015

A Critical Comparison Among Pansharpening Algorithms.
IEEE Trans. Geosci. Remote. Sens., 2015

A Convex Formulation for Hyperspectral Image Superresolution via Subspace-Based Regularization.
IEEE Trans. Geosci. Remote. Sens., 2015

A Novel Negative Abundance-Oriented Hyperspectral Unmixing Algorithm.
IEEE Trans. Geosci. Remote. Sens., 2015

A Physics-Based Unmixing Method to Estimate Subpixel Temperatures on Mixed Pixels.
IEEE Trans. Geosci. Remote. Sens., 2015

Polarimetric Incoherent Target Decomposition by Means of Independent Component Analysis.
IEEE Trans. Geosci. Remote. Sens., 2015

Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Multisource Data Fusion and Fisher Criterion-Based Nearest Feature Space Approach to Landslide Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Object recognition in hyperspectral images using Binary Partition Tree representation.
Pattern Recognit. Lett., 2015

Challenges and Opportunities of Multimodality and Data Fusion in Remote Sensing.
Proc. IEEE, 2015

Improving Random Forest With Ensemble of Features and Semisupervised Feature Extraction.
IEEE Geosci. Remote. Sens. Lett., 2015

A Pansharpening Method Based on the Sparse Representation of Injected Details.
IEEE Geosci. Remote. Sens. Lett., 2015

Spatiotemporal Pattern Recognition and Nonlinear PCA for Global Horizontal Irradiance Forecasting.
IEEE Geosci. Remote. Sens. Lett., 2015

Nonlinear PCA for Visible and Thermal Hyperspectral Images Quality Enhancement.
IEEE Geosci. Remote. Sens. Lett., 2015

Stochastic Approach in Wet Snow Detection Using Multitemporal SAR Data.
IEEE Geosci. Remote. Sens. Lett., 2015

Introduction to the Issue on Advances in Hyperspectral Data Processing and Analysis.
IEEE J. Sel. Top. Signal Process., 2015

Semiautomatic classification of cementitious materials using scanning electron microscope images.
J. Electronic Imaging, 2015

Hyperspectral pansharpening: a review.
CoRR, 2015

Hyperspectral pansharpening based on unmixing techniques.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Impact of hybrid pansharpening approaches applied to hyperspectral images.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Blind hyperspectral unmixing using an extended linear mixing model to address spectral variability.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Combining rotation forest and multi-scale segmentation for the classification of hyperspectral data.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Binary Partition Trees-Based Spectral-Spatial Permutation Ordering.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2015

Segmentation of Multimodal Images Based on Hierarchies of Partitions.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2015

A Pansharpening Algorithm Based on Morphological Filters.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2015

Multi-band semiblind deconvolution for pansharpening applications.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Evaluation of ICA based ICTD for PolSAR data analysis in tropical forest scenario.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Global and local Gram-Schmidt methods for hyperspectral pansharpening.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Saliency based visualization of hyper-spectral images.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Fluorosocopic sequence denoising using a motion compensated multi-scale temporal filtering.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Converted measurements random matrix approach to extended target tracking using X-band marine radar data.
Proceedings of the 18th International Conference on Information Fusion, 2015

Multilinear spectral unmixing of hyperspectral multiangle images.
Proceedings of the 23rd European Signal Processing Conference, 2015

An analysis of collaborative representation schemes for the classification of hyperspectral images.
Proceedings of the 23rd European Signal Processing Conference, 2015

2014
Rotation-Based Ensemble Classifiers for High-Dimensional Data.
Proceedings of the Fusion in Computer Vision - Understanding Complex Visual Content, 2014

Hyperspectral Image Segmentation Using a New Spectral Unmixing-Based Binary Partition Tree Representation.
IEEE Trans. Image Process., 2014

A New Pansharpening Method Based on Spatial and Spectral Sparsity Priors.
IEEE Trans. Image Process., 2014

Nonlinear Unmixing of Hyperspectral Data Using Semi-Nonnegative Matrix Factorization.
IEEE Trans. Geosci. Remote. Sens., 2014

Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2014

Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

(Semi-) Supervised Probabilistic Principal Component Analysis for Hyperspectral Remote Sensing Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification.
Pattern Recognit. Lett., 2014

A novel approach to polarimetric SAR data processing based on Nonlinear PCA.
Pattern Recognit., 2014

Hyperspectral Remote Sensing Image Classification Based on Rotation Forest.
IEEE Geosci. Remote. Sens. Lett., 2014

Contrast and Error-Based Fusion Schemes for Multispectral Image Pansharpening.
IEEE Geosci. Remote. Sens. Lett., 2014

A new extended linear mixing model to address spectral variability.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Gas plume detection and tracking in hyperspectral video sequences using Binary Partition Trees.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Super-resolution of hyperspectral images using local spectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Binary partition tree-based local spectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

MultiResolution Analysis and Component Substitution techniques for hyperspectral Pansharpening.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A critical comparison of pansharpening algorithms.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A method for improving the consistency property of pansharpening algorithms.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Improved subpixel monitoring of seasonal snow cover: A case study in the Alps.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Robust anomaly detection in Hyperspectral Imaging.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Analysis of supplementary information emerging from the ICA based ICTD.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Hyperspectral super-resolution of locally low rank images from complementary multisource data.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Binary partition trees-based robust adaptive hyperspectral RX anomaly detection.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Hyperspectral image superresolution: An edge-preserving convex formulation.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Context-adaptive Pansharpening based on binary partition tree segmentation.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Enhancing hyperspectral image quality using nonlinear PCA.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Spectral compression of hyperspectral images by means of nonlinear principal component analysis decorrelation.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Image denoising using contextual modeling of curvelet coefficients.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

A physics-based unmixing method for thermal hyperspectral images.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Selective and robust d-dimensional path operators.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

A new nonparametric method for testing stationarity based on trend analysis in the time marginal distribution.
Proceedings of the IEEE International Conference on Acoustics, 2014

On selecting relevant intrinsic mode functions in empirical mode decomposition: An energy-based approach.
Proceedings of the IEEE International Conference on Acoustics, 2014

An unmixing-based method for the analysis of thermal hyperspectral images.
Proceedings of the IEEE International Conference on Acoustics, 2014

Challenges and opportunities of multimodality and Data Fusion in Remote Sensing.
Proceedings of the 22nd European Signal Processing Conference, 2014

2013
Hyperspectral Image Representation and Processing With Binary Partition Trees.
IEEE Trans. Image Process., 2013

Crop Yield Estimation Based on Unsupervised Linear Unmixing of Multidate Hyperspectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2013

Detection of Hedges in a Rural Landscape Using a Local Orientation Feature: From Linear Opening to Path Opening.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Detection of Anomalies Produced by Buried Archaeological Structures Using Nonlinear Principal Component Analysis Applied to Airborne Hyperspectral Image.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Unsupervised methods for the classification of hyperspectral images with low spatial resolution.
Pattern Recognit., 2013

Parsimonious Mahalanobis kernel for the classification of high dimensional data.
Pattern Recognit., 2013

Using High-Resolution Airborne and Satellite Imagery to Assess Crop Growth and Yield Variability for Precision Agriculture.
Proc. IEEE, 2013

Advances in Spectral-Spatial Classification of Hyperspectral Images.
Proc. IEEE, 2013

Advances in Very-High-Resolution Remote Sensing [Scanning the Issue].
Proc. IEEE, 2013

Processing Multidimensional SAR and Hyperspectral Images With Binary Partition Tree.
Proc. IEEE, 2013

Decision-Based Fusion for Pansharpening of Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2013

Empirical Automatic Estimation of the Number of Endmembers in Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2013

On the use of the Hotelling's T<sup>2</sup> statistic for the hierarchical clustering of hyperspectral data.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Validation of spectral unmixing methods using photometry and topography information.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

The comparability of aggregated emissivity and temperature of heterogeneous pixel to conventional tes methods.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Contextual filtering in curvelet domain for fluoroscopic sequences.
Proceedings of the Medical Imaging 2013: Image Processing, 2013

A comparison study between windowing and binary partition trees for hyperspectral image information mining.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Sphericity of complex stochastic models in multivariate SAR images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Object recognition in urban hyperspectral images using Binary Partition Tree representation.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Identification of agricultural crops in early stages using remote sensing images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Performance analysis of robust detectors for hyperspectral imaging.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

CFAR hierarchical clustering of polarimetric SAR data.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Independent Component Analysis within polarimetric incoherent target decomposition.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Wet snow backscattering sensitivity on density change for SWE estimation.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Nonlinear PCA based polarimetric decomposition.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Hyperspectral image segmentation using a new spectral mixture-based binary partition tree representation.
Proceedings of the IEEE International Conference on Image Processing, 2013

Spatio-temporal cellular automata-based filtering for image sequence denoising: Application to fluoroscopic sequences.
Proceedings of the IEEE International Conference on Image Processing, 2013

2012
Spectral-Spatial Classification of Hyperspectral Data Based on a Stochastic Minimum Spanning Forest Approach.
IEEE Trans. Image Process., 2012

A Marker-Based Approach for the Automated Selection of a Single Segmentation From a Hierarchical Set of Image Segmentations.
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.
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.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Automatic Detection of Rivers in High-Resolution SAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

A spatial-spectral kernel-based approach for the classification of remote-sensing images.
Pattern Recognit., 2012

Very High-Resolution Remote Sensing: Challenges and Opportunities [Point of View].
Proc. IEEE, 2012

Linear Versus Nonlinear PCA for the Classification of Hyperspectral Data Based on the Extended Morphological Profiles.
IEEE Geosci. Remote. Sens. Lett., 2012

Efficient Robust d-Dimensional Path Operators.
IEEE J. Sel. Top. Signal Process., 2012

Fusion of hyperspectral and panchromatic images using multiresolution analysis and nonlinear PCA band reduction.
EURASIP J. Adv. Signal Process., 2012

Hyperspectral and multispectral data fusion based on nonlinear unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Semi-supervised dimensionality reduction for hyperspectral remote sensing image classification.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Performance analysis of unsupervised unmixing models for thermal hyepsrpectral.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

A sparsity promoting bilinear unmixing model.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Robust detection using M-estimators for hyperspectral imaging.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Physic based aggregation model for the unmixing of temperature and optical properties in the infrared domain.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Polarimetric sar target decomposition based on nonlinear decorrelation.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

Generalized bilinear model based nonlinear unmixing using semi-nonnegative matrix factorization.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Binary partition tree as a hyperspectral segmentation tool for tropical rainforests.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A support vector regression approach for building seismic vulnerability assessment and evaluation from remote sensing and in-situ data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Extraction of minerals on the south pole of the planet Mars by unsupervised linear unmixing of hyperspectral images.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Image fusion and spectral unmixing of hyperspectral images for spatial improvement of classification maps.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Unsupervised nonlinear spectral unmixing by means of NLPCA applied to hyperspectral imagery.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Unsupervised river detection in RapidEye data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Population density estimation using textons.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Pansharpening using total variation regularization.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

River network detection on simulated swot images based on curvilinear denoising and morphological detection.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A class of robust estimates for detection in hyperspectral images using elliptical distributions background.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hedges detection using local directional features and support vector data description.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral remote sensing image classification based on the integration of support vector machine and random forest.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Stochastically based wet snow mapping with SAR DATA.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Dry snow backscattering sensitivity on density change for SWE estimation.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Fusion of hyperspectral and panchromatic images: A hybrid use of indusion and nonlinear PCA.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

A modified time-frequency method for testing wide-sense stationarity.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011
Supervised Hyperspectral Image Classification Based on Spectral Unmixing and Geometrical Features.
J. Signal Process. Syst., 2011

Special Issue on Machine Learning for Signal Processing.
J. Signal Process. Syst., 2011

Hyperspectral Image Classification With Independent Component Discriminant Analysis.
IEEE Trans. Geosci. Remote. Sens., 2011

Intercomparison and Validation of Techniques for Spectral Unmixing of Hyperspectral Images: A Planetary Case Study.
IEEE Trans. Geosci. Remote. Sens., 2011

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

Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis.
IEEE Geosci. Remote. Sens. Lett., 2011

Support Vector Regression for the Estimation of Forest Stand Parameters Using Airborne Laser Scanning.
IEEE Geosci. Remote. Sens. Lett., 2011

Spectral Unmixing for the Classification of Hyperspectral Images at a Finer Spatial Resolution.
IEEE J. Sel. Top. Signal Process., 2011

Introduction to the Issue on Advances in Remote Sensing Image Processing.
IEEE J. Sel. Top. Signal Process., 2011

Extended morphological profiles using auto-associative neural networks for hyperspectral data classification.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Validation of spectral unmixing algorithms applied on CRISM/MRO hyperspectral images.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees.
Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

Unsupervised classification and spectral unmixing for sub-pixel labelling.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Improved Binary Partition Tree construction for hyperspectral images: Application to object detection.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

2011 GRSS Data Fusion Contest: Exploiting WorldView-2 multi-angular acquisitions.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Linear unmixing of multidate hyperspectral imagery for crop yield estimation.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Urban area product simulation for the EnMap hyperspectral sensor.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Mahalanobis kernel based on probabilistic principal component.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Hyperspectral image segmentation using Binary Partition Trees.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

A Stochastic Minimum Spanning Forest approach for spectral-spatial classification of hyperspectral images.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Marker-based Hierarchical Segmentation and classification approach for hyperspectral imagery.
Proceedings of the IEEE International Conference on Acoustics, 2011

A time-distributed phase space histogram for detecting transient signals.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Segmentation and Classification of Hyperspectral Images Using Minimum Spanning Forest Grown From Automatically Selected Markers.
IEEE Trans. Syst. Man Cybern. Part B, 2010

Multiple Spectral-Spatial Classification Approach for Hyperspectral Data.
IEEE Trans. Geosci. Remote. Sens., 2010

Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE Trans. Geosci. Remote. Sens., 2010

Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images.
Pattern Recognit. Lett., 2010

Segmentation and classification of hyperspectral images using watershed transformation.
Pattern Recognit., 2010

SVM- and MRF-Based Method for Accurate Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2010

Independent Component Discriminant Analysis for hyperspectral image classification.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Classification of hyperspectral images by using morphological attribute filters and Independent Component Analysis.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Martian aerosol abundance estimation based on unmixing of hyperspectral imagery.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Super-resolution: an efficient method to improve spatial resolution of hyperspectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

New hyperspectral data representation using binary partition tree.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

A multiple classifier approach for spectral-spatial classification of hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Support vector machines regression for estimation of forest parameters from airborne laser scanning data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Unsupervised linear unmixing of hyperspectral image for crop yield estimation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Mahalanobis kernel for the classification of hyperspectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Comparison of merging orders and pruning strategies for Binary Partition Tree in hyperspectral data.
Proceedings of the International Conference on Image Processing, 2010

Pansharpening with a decision fusion based on the local size information.
Proceedings of the International Conference on Image Processing, 2010

Geometrical features for the classification of very high resolution multispectral remote-sensing images.
Proceedings of the International Conference on Image Processing, 2010

2009
Spectral-Spatial Classification of Hyperspectral Imagery Based on Partitional Clustering Techniques.
IEEE Trans. Geosci. Remote. Sens., 2009

Decision Fusion for the Classification of Hyperspectral Data: Outcome of the 2008 GRS-S Data Fusion Contest.
IEEE Trans. Geosci. Remote. Sens., 2009

Pansharpening Quality Assessment Using the Modulation Transfer Functions of Instruments.
IEEE Trans. Geosci. Remote. Sens., 2009

Support Vector Reduction in SVM Algorithm for Abrupt Change Detection in Remote Sensing.
IEEE Geosci. Remote. Sens. Lett., 2009

Detection and Localization of Transient Sources: Comparative Study of Complex-Lag Distribution Concept Versus Wavelets and Spectrogram-Based Methods.
EURASIP J. Adv. Signal Process., 2009

Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas.
EURASIP J. Adv. Signal Process., 2009

Classification of hyperspectral images using automatic marker selection and Minimum Spanning Forest.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Unsupervised endmember extraction of martian hyperspectral images.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Hyperspectral pansharpening using QNR optimization constraint.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Ensemble Strategies for Classifying Hyperspectral Remote Sensing Data.
Proceedings of the Multiple Classifier Systems, 8th International Workshop, 2009

On the Use of ICA for Hyperspectral Image Analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Morphological Image Distances for Hyperspectral Dimensionality Exploration using Kernel-PCA and ISOMAP.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Classification based Marker Selection for Watershed Transform of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Kernel Principal Component Analysis for the Construction of the Extended Morphological Profile.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Multiscale Stochastic Watershed for Unsupervised Hyperspectral Image Segmentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Directional mathematical morphology for the detection of the road network in Very High Resolution remote sensing images.
Proceedings of the International Conference on Image Processing, 2009

Unsupervised endmember extraction: Application to hyperspectral images from Mars.
Proceedings of the International Conference on Image Processing, 2009

Unsupervised classification of hyperspectral images by using linear unmixing algorithm.
Proceedings of the International Conference on Image Processing, 2009

Pansharpening of Hyperspectral images using spatial distortion optimization.
Proceedings of the International Conference on Image Processing, 2009

Signal characterization using generalized "Time-phase derivatives" representation.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
High-Resolution SAR Interferometry: Estimation of Local Frequencies in the Context of Alpine Glaciers.
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.
IEEE Trans. Geosci. Remote. Sens., 2008

Foreword to the Special Issue on Data Fusion.
IEEE Trans. Geosci. Remote. Sens., 2008

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles.
IEEE Trans. Geosci. Remote. Sens., 2008

Improving MODIS Spatial Resolution for Snow Mapping Using Wavelet Fusion and ARSIS Concept.
IEEE Geosci. Remote. Sens. Lett., 2008

Urban Mapping Using Coarse SAR and Optical Data: Outcome of the 2007 GRSS Data Fusion Contest.
IEEE Geosci. Remote. Sens. Lett., 2008

Indusion: Fusion of Multispectral and Panchromatic Images Using the Induction Scaling Technique.
IEEE Geosci. Remote. Sens. Lett., 2008

Practical use of receiver operating characteristic analysis to assess the performances of defect detection algorithms.
J. Electronic Imaging, 2008

On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separation.
Neurocomputing, 2008

Fusion of Local Statistical Parameters for Buried Underwater Mine Detection in Sonar Imaging.
EURASIP J. Adv. Signal Process., 2008

Gradient Optimization for multiple kernel's parameters in support vector machines classification.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Classification of basic roof types based on VHR optical data and digital elevation model.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Segmentation and Classification of Hyperspectral Data using Watershed.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

QNR Optimization based Pansharpening.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Pansharpening Quality Assessment using Modulation Transfer Function Filters.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

On the Use of a New Additive Kernel for Change Detection using SVM.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Assessment of Feature Selection Techniques for Support Vector Machine Classification of Satellite Imagery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Ensemble Methods for Classification of Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Speeding up Support Vector Machine (SVM) image classification by a kernel series expansion.
Proceedings of the International Conference on Image Processing, 2008

Adaptive pixel neighborhood definition for the classification of hyperspectral images with support vector machines and composite kernel.
Proceedings of the International Conference on Image Processing, 2008

On the concept of time-frequency distributions based on complex-lag moments.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

2007
Combining Airborne Photographs and Spaceborne SAR Data to Monitor Temperate Glaciers: Potentials and Limits.
IEEE Trans. Geosci. Remote. Sens., 2007

Comparison of Pansharpening Algorithms: Outcome of the 2006 GRS-S Data-Fusion Contest.
IEEE Trans. Geosci. Remote. Sens., 2007

Higher-Order Statistics for the Detection of Small Objects in a Noisy Background Application on Sonar Imaging.
EURASIP J. Adv. Signal Process., 2007

Multiple Classifier Systems in Remote Sensing: From Basics to Recent Developments.
Proceedings of the Multiple Classifier Systems, 7th International Workshop, 2007

Improved resolution for the detection of snow with MODIS using wavelet fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007


Pan-sharpening using induction.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Abrupt change detection on multitemporal remote sensing images: a statistical overview of methodologies applied on real cases.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

European perspectives in hyperspectral data analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

A joint spatial and spectral SVM's classification of panchromatic images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006
Decision Fusion for the Classification of Urban Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2006

Estimation of polarization parameters using time-frequency representations and its application to waves separation.
Signal Process., 2006

Classification of remote sensing images from urban areas using a fuzzy possibilistic model.
IEEE Geosci. Remote. Sens. Lett., 2006

Advanced Processing of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Fusion of Morphological and Spectral Information for Classification of Hyperspectal Urban Remote Sensing Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

A Combined Support Vector Machines Classification Based on Decision Fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Evaluation of Kernels for Multiclass Classification of Hyperspectral Remote Sensing Data.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2005
Shape signatures of fuzzy star-shaped sets based on distance from the centroid.
Pattern Recognit. Lett., 2005

Combining optical and SAR data to monitor temperate glaciers.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Street tracking based on SAR data from urban areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Fusion of methods for the classification of remote sensing images from urban areas.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Airborne remote sensing of vineyards for the detection of dead vine trees.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

2004
Classification of remote sensing images from urban areas using a fuzzy model.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Decision level fusion in classification of hyperspectral data from urban areas.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004

Order filter with progressively decimated filtering window: application to colour image enhancement.
Proceedings of the 2004 International Conference on Image Processing, 2004

On the use of higher order statistics in SAS imagery [synthetic aperture sonar].
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

2003
Simultaneous group and phase correction for the estimation of dispersive propagating waves in the time-frequency plane.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002
Estimation of polarization on time-scale plane for seismic wave separation.
Proceedings of the 11th European Signal Processing Conference, 2002

1999
Fuzzy fusion techniques for linear features detection in multitemporal SAR images.
IEEE Trans. Geosci. Remote. Sens., 1999

Watershed approaches for color image segmentation.
Proceedings of the IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing (NSIP'99), 1999

Real Time Vector Median Like Filter FPGA Design and Application to Color Image Filtering.
Proceedings of the 1999 International Conference on Image Processing, 1999

Comparison of Prefiltering Operators for Road Network Extraction in Sar Images.
Proceedings of the 1999 International Conference on Image Processing, 1999

1998
Adaptive directional order filters and mathematical morphology for road network extraction on SAR images.
Proceedings of the 9th European Signal Processing Conference, 1998


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