Improvement of remote sensing multispectral image classification by using Independent Component Analysis. - Moussa Sofiane Karoui; Yannick Deville; Shahram Hosseini; Abdelaziz Ouamri; D. Ducrot (WHISPERS, 2009)

Extraction of stellar spectra from dense fields in hyperspectral muse data cubes using non-negative matrix factorization. - Ines Meganem; Yannick Deville; Shahram Hosseini; Hervé Carfantan; Moussa Sofiane Karoui (WHISPERS, 2011)

A new spatial sparsity-based method for extracting endmember spectra from hyperspectral data with some pure pixels. - Moussa Sofiane Karoui; Yannick Deville; Shahram Hosseini; Abdelaziz Ouamri (IGARSS, 2012)

Blind spatial unmixing of multispectral images: New methods combining sparse component analysis, clustering and non-negativity constraints. - Moussa Sofiane Karoui; Yannick Deville; Shahram Hosseini; Abdelaziz Ouamri (Pattern Recognit., 2012)

Méthodes de séparation aveugle de sources et application à la télédétection spatiale. (Blind source separation methods and application to remote sensing). - Moussa Sofiane Karoui (2012)

Hyperspectral image unmixing by non-negative matrix factorization initialized with modified independent component analysis. - Djaouad Benachir; Yannick Deville; Shahram Hosseini; Moussa Sofiane Karoui; Abdelkader Hameurlain (WHISPERS, 2013)

Joint nonnegative matrix factorization for hyperspectral and multispectral remote sensing data fusion. - Moussa Sofiane Karoui; Yannick Deville; Sarah Kreri (WHISPERS, 2013)

Hyperspectral data multi-sharpening based on linear-quadratic nonnegative matrix factorization. - Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville; Abdelaziz Ouamri (IGARSS, 2015)

Bilinear matrix factorization using a gradient method for hyperspectral endmember spectra extraction. - Fatima Zohra Benhalouche; Yannick Deville; Moussa Sofiane Karoui; Abdelaziz Ouamri (IGARSS, 2016)

Joint spatial variables nonnegative matrix factorization using constrained gradient method to pansharpen multispectral images. - Moussa Sofiane Karoui; Issam Boukerch; Khelifa Djerriri (IVMSP, 2016)

Hyperspectral endmember spectra extraction based on constrained linear-quadratic matrix factorization using a projected gradient method. - Fatima Zohra Benhalouche; Yannick Deville; Moussa Sofiane Karoui; Abdelaziz Ouamri (MLSP, 2016)

A new multiplicative nonnegative matrix factorization method for unmixing hyperspectral images combined with multispectral data. - Yasmine Kheira Benkouider; Moussa Sofiane Karoui; Yannick Deville; Shahram Hosseini (EUSIPCO, 2017)

Modified nonnegative matrix factorization for endmember spectra extraction from highly mixed hyperspectral images combined with multispectral data. - Moussa Sofiane Karoui; Shahram Hosseini; Yannick Deville; Abdelaziz Ouamri; Ines Meganem (ICASSP, 2017)

Classification of Quickbird imagery over urban area using convolutional neural network. - Khelifa Djerriri; Moussa Sofiane Karoui (JURSE, 2017)

Hypersharpening by Joint-Criterion Nonnegative Matrix Factorization. - Moussa Sofiane Karoui; Yannick Deville; Fatima Zohra Benhalouche; Issam Boukerch (IEEE Trans. Geosci. Remote. Sens., 2017)

Optical Remote Sensing Change Detection Through Deep Siamese Network. - Mohammed El Amin Arabi; Moussa Sofiane Karoui; Khelifa Djerriri (IGARSS, 2018)

A Dense Vector Matching Approach for Band to Band Registration of Alsat-2 Images. - Issam Boukerch; Nezha Farhi; Moussa Sofiane Karoui; Khelifa Djerriri; Redouane Mahmoudi (IGARSS, 2018)

Palm Trees Counting in Remote Sensing Imagery Using Regression Convolutional Neural Network. - Khelifa Djerriri; Mohamed Ghabi; Moussa Sofiane Karoui; Reda Adjoudj (IGARSS, 2018)

Enhancing the Classification of Remote Sensing Data Using Multiband Compact Texture Unit Descriptor and Deep Convolutional Neural Network. - Khelifa Djerriri; Abdelmounaime Safia; Moussa Sofiane Karoui; Reda Adjoudj (IGARSS, 2018)

Detection And Area Estimation For Photovoltaic Panels In Urban Hyperspectral Remote Sensing Data By An Original Nmf-Based Unmixing Method. - Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Yannick Deville; Khelifa Djerriri; Xavier Briottet; Arnaud Le Bris (IGARSS, 2018)

A New Unmixing-Based Approach for Shadow Correction of Hyperspectral Remote Sensing Data. - Moussa Sofiane Karoui; Khelifa Djerriri (IGARSS, 2018)

Hyperspectral Imagery for Environmental Urban Planning. - Cody Weber; Rahim Aguejdad; Xavier Briottet; J. Avala; Sophie Fabre; Jean Demuynck; Emmanuel Zenou; Yannick Deville; Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Sébastien Gadal; Walid Ouerghemmi; et al. (IGARSS, 2018)

Linear-Quadratic NMF-Based Urban Hyperspectral Data Unmixing With Some Known Endmembers. - Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville (WHISPERS, 2018)

Bilinear Matrix Factorization using a Gradient Method for Unmixing Hyperspectral Images Combinedc with Multispectral Data. - Yasmine Kheira Benkouider; Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville; Shahram Hosseini (WHISPERS, 2018)

Transfering Super Resolution Convolutional Neural Network For Remote Sensing Data Sharpening. - Meziane Iftene; Mohammed El Amin Arabi; Moussa Sofiane Karoui (WHISPERS, 2018)

An NMF-Based Approach for Hyperspectral Unmixing Using a New Multiplicative-tuning Linear Mixing Model to Address Spectral Variability. - Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville (EUSIPCO, 2019)

An Unmixing-Based Change Detection Approach for Multiresolution Remote Sensing Images. - Yasmine Kheira Benkouider; Moussa Sofiane Karoui (EUSIPCO, 2019)

Improvememt of multi-temporal vegetation modeling using hybrid deep neural networks of multispectral remote sensing images. - Khadidja Bakhti; Khelifa Djerriri; Mohammed El Amin Arabi; Souleyman Chaib; Moussa Sofiane Karoui (IGARSS, 2019)

Very High Resolution Image Scene Classification with Capsule Network. - Souleyman Chaib; Mohammed El Amin Larabi; Yanfeng Gu; Khadidja Bakhti; Moussa Sofiane Karoui (IGARSS, 2019)

Hyperspectral Oceanic Remote Sensing With Adjacency Effects: From Spectral-Variability-Based Modeling To Performance Of Associated Blind Unmixing Methods. - Yannick Deville; Audrey Minghelli; Xavier Briottet; Véronique Serfaty; Salah Eddine Brezini; Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Mireille Guillaume; Xavier Lenot; Bruno Lafrance; Malik Chami; Sylvain Jay (IGARSS, 2019)

Extraction of a Specific Land-Cover Class from Very High Spatial Resolution Imagery Using Positive and Unlabeled Learning with Convolutional Neural Networks. - Khelifa Djerriri; Moussa Sofiane Karoui; Reda Adjoudj (IGARSS, 2019)

Improving Hyperspectral Image Classification by Combining Spectral and Multiband Compact Texture Features. - Khelifa Djerriri; Abdelmounaime Safia; Reda Adjoudj; Moussa Sofiane Karoui (IGARSS, 2019)

Gradient-Based Joint-Variables Nonnegative Matrix Factorization for Multi-Sharpening Hyperspectral Remote Sensing Data. - Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Issam Boukerch (IGARSS, 2019)

Transfer Learning for Changes Detection in Optical Remote Sensing Imagery. - Mohammed El Amin Larabi; Souleyman Chaib; Khadidja Bakhti; Moussa Sofiane Karoui (IGARSS, 2019)

Partial Linear NMF-Based Unmixing Methods for Detection and Area Estimation of Photovoltaic Panels in Urban Hyperspectral Remote Sensing Data. - Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Yannick Deville; Khelifa Djerriri; Xavier Briottet; Thomas Houet; Arnaud Le Bris; Christiane Weber (Remote. Sens., 2019)

Blind Unmixing of Hyperspectral Remote Sensing Data: A New Geometrical Method Based on a Two-Source Sparsity Constraint. - Djaouad Benachir; Yannick Deville; Shahram Hosseini; Moussa Sofiane Karoui (Remote. Sens., 2020)

An Informed NMF-Based Unmixing Approach for Mineral Detection and Mapping in the Algerian Central Hoggar Using PRISMA Remote Sensing Hyperspectral Data. - Fatima Zohra Benhalouche; Oussama Benabbou; Lahsen Wahib Kebir; Ahmed Bennia; Moussa Sofiane Karoui; Yannick Deville (IGARSS, 2021)

Gradient-Based NMF Methods for Hyperspectral Unmixing Addressing Spectral Variability with a Multiplicative-Tuning Linear Mixing Model. - Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville (IGARSS, 2021)

A Penalization-Based NMF Approach for Hyperspectral Unmixing Addressing Spectral Variability with an Additively-Tuned Mixing Model. - Salah Eddine Brezini; Yannick Deville; Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Abdelaziz Ouamri (IGARSS, 2021)

A New Public Alsat-2B Dataset for Single-Image Super-Resolution. - Achraf Djerida; Khelifa Djerriri; Moussa Sofiane Karoui; Mohammed El Amin Larabi (IGARSS, 2021)

End-to-End Change Detection in Satellite Remote Sensing Imagery. - Meziane Iftene; Mohammed El Amin Larabi; Moussa Sofiane Karoui (IGARSS, 2021)

Hypersharpening by a Multiplicative Joint-Criterion NMF Method Addressing Spectral Variability. - Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Salah Eddine Brezini; Yannick Deville; Yasmine Kheira Benkouider (IGARSS, 2021)

A New Fully Constrained Least Squares-Based Fusion Approach of Optical, Thermal, and SAR Remote Sensing Data for Soil Moisture Content Estimation. - Oualid Yahia; Moussa Sofiane Karoui; Raffaella Guida (IGARSS, 2021)

Hyperspectral Unmixing Based on Constrained Bilinear or Linear-Quadratic Matrix Factorization. - Fatima Zohra Benhalouche; Yannick Deville; Moussa Sofiane Karoui; Abdelaziz Ouamri (Remote. Sens., 2021)

Minerals Detection and Mapping in the Southwestern Algeria Gara-Djebilet Region with a Multistage Informed NMF-Based Unmixing Approach Using Prisma Remote Sensing Hyperspectral Data. - Fatima Zohra Benhalouche; Oussama Benabbou; Moussa Sofiane Karoui; Lahsen Wahib Kebir; Ahmed Bennia; Yannick Deville (IGARSS, 2022)

Improving Classical Approach for Flare Parameters Estimation from VIIRS NtL Remote Sensing Data by Linear and Nonlinear Spectral Unmixing Methods. - Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Farah Benharrats; Mohammed Amine Bouhlala (IGARSS, 2022)

A Gradient-Based Method for the Modified Augmented Linear Mixing Model Addressing Spectral Variability for Hyperspectral Unmixing. - Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Yannick Deville (IGARSS, 2022)

An Inversion of a Modified Water Cloud Model for Soil Moisture Content Estimation Through Sentinel-1 and Landsat-8 Remote Sensing Data. - Oualid Yahia; Moussa Sofiane Karoui; Raffaella Guida (IGARSS, 2022)

Hypersharpening by an NMF-Unmixing-Based Method Addressing Spectral Variability. - Salah Eddine Brezini; Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Yannick Deville; Abdelaziz Ouamri (IEEE Geosci. Remote. Sens. Lett., 2022)

Spectral Unmixing Based Approach for Measuring Gas Flaring from VIIRS NTL Remote Sensing Data: Case of the Flare FIT-M8-101A-1U, Algeria. - Fatima Zohra Benhalouche; Farah Benharrats; Mohammed Amine Bouhlala; Moussa Sofiane Karoui (Remote. Sens., 2022)

A Nonlinear Spectral Unmixing Based Approach for Measuring Gas Flaring from VIIRS NTL Data: Case of the Flare Fit-M8-101A-1U, Algeria. - Fatima Zohra Benhalouche; Farah Benharrats; Moussa Sofiane Karoui (IGARSS, 2023)

New Informed Linear Mixing Model And NMF-Based Unmixing Method Addressing Spectral Variability With An Application To Mineral Detection And Mapping Using Prisma Hyperspectral Remote Sensing Data. - Fatima Zohra Benhalouche; Oussama Benabbou; Oualid Yahia; Moussa Sofiane Karoui; Yannick Deville; Lahsen Wahib Kebir; Ahmed Bennia (IGARSS, 2023)

A Novel Linear Mixing Model Addressing Spectral-Spatial Intra-Class Variability with an Associated Penalized NMF-Based Hyperspectral Unmixing Algorithm. - Moussa Sofiane Karoui; Fatima Zohra Benhalouche; Yannick Deville (IGARSS, 2023)

The Prediction of Regional Wildfire Risk Using High-Resolution Remotely Sensed Soil Moisture Content Estimation, Case Study: Sidi Douma Forest, Saida, Algeria. - Oualid Yahia; Mohamed Ghabi; Moussa Sofiane Karoui (IGARSS, 2023)

Unmixing With Spectral Variability for Marine Mucilage Analysis. - Çagatay Esi; Alp Ertürk; Moussa Sofiane Karoui (WHISPERS, 2023)

Modeling and Unsupervised Unmixing Based on Spectral Variability for Hyperspectral Oceanic Remote Sensing Data with Adjacency Effects. - Yannick Deville; Salah Eddine Brezini; Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Mireille Guillaume; Xavier Lenot; Bruno Lafrance; Malik Chami; Sylvain Jay; Audrey Minghelli; Xavier Briottet; Véronique Serfaty (Remote. Sens., 2023)

Partial NMF-based hyperspectral unmixing methods for linear mixing models addressing intra-class variability. - Meziane Iftene; Fatima Zohra Benhalouche; Yasmine Kheira Benkouider; Moussa Sofiane Karoui (Digit. Signal Process., 2023)

A New ADMM-Based Hyperspectral Unmixing Algorithm Associated with a Linear Mixing Model Addressing Spectral Variability with a Multiplicative Structure. - Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville (IGARSS, 2024)

Nonlinear Unmixing Based Marine Mucilage Monitoring. - Çagatay Esi; Alp Ertürk; Fatima Zohra Benhalouche; Moussa Sofiane Karoui; Yannick Deville (IGARSS, 2024)

Informed NMF-Based Unmixing Method Addressing Spectral Variability for Marine Mucilage Mapping using Hyperspectral Prisma Data. - Moussa Sofiane Karoui; Alp Ertürk; Fatima Zohra Benhalouche; Yannick Deville; Çagatay Esi (IGARSS, 2024)

Hyperspectral Bilinear Endmember Spectra Extraction Using a New Shifting Multiplicative NMF Method. - Alejandra Inga Quezada; Leonardo Tomazeli Duarte; Yannick Deville; Fatima Zohra Benhalouche; Moussa Sofiane Karoui (WHISPERS, 2024)