Moussa Sofiane Karoui

ORCID

Publication Activity (10 Years)

Years Active: 2009-2023
Publications (10 Years): 50

Top Venues

Paul Sabatier University, Toulouse, France (PHD)

Education History

Paul Sabatier University, Toulouse, France

PHD

Publications

Fatima Zohra Benhalouche, Farah Benharrats, Moussa Sofiane Karoui
A Nonlinear Spectral Unmixing Based Approach for Measuring Gas Flaring from VIIRS NTL Data: Case of the Flare Fit-M8-101A-1U, Algeria. IGARSS (2023)
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
Modeling and Unsupervised Unmixing Based on Spectral Variability for Hyperspectral Oceanic Remote Sensing Data with Adjacency Effects. Remote. Sens. 15 (18) (2023)
Fatima Zohra Benhalouche, Oussama Benabbou, Oualid Yahia, Moussa Sofiane Karoui, Yannick Deville, Lahsen Wahib Kebir, Ahmed Bennia
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. IGARSS (2023)
Oualid Yahia, Mohamed Ghabi, Moussa Sofiane Karoui
The Prediction of Regional Wildfire Risk Using High-Resolution Remotely Sensed Soil Moisture Content Estimation, Case Study: Sidi Douma Forest, Saida, Algeria. IGARSS (2023)
Çagatay Esi, Alp Ertürk, Moussa Sofiane Karoui
Unmixing With Spectral Variability for Marine Mucilage Analysis. WHISPERS (2023)
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville
A Novel Linear Mixing Model Addressing Spectral-Spatial Intra-Class Variability with an Associated Penalized NMF-Based Hyperspectral Unmixing Algorithm. IGARSS (2023)
Meziane Iftene, Fatima Zohra Benhalouche, Yasmine Kheira Benkouider, Moussa Sofiane Karoui
Partial NMF-based hyperspectral unmixing methods for linear mixing models addressing intra-class variability. Digit. Signal Process. 143 (2023)
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Farah Benharrats, Mohammed Amine Bouhlala
Improving Classical Approach for Flare Parameters Estimation from VIIRS NtL Remote Sensing Data by Linear and Nonlinear Spectral Unmixing Methods. IGARSS (2022)
Fatima Zohra Benhalouche, Farah Benharrats, Mohammed Amine Bouhlala, Moussa Sofiane Karoui
Spectral Unmixing Based Approach for Measuring Gas Flaring from VIIRS NTL Remote Sensing Data: Case of the Flare FIT-M8-101A-1U, Algeria. Remote. Sens. 14 (10) (2022)
Salah Eddine Brezini, Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville, Abdelaziz Ouamri
Hypersharpening by an NMF-Unmixing-Based Method Addressing Spectral Variability. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville
A Gradient-Based Method for the Modified Augmented Linear Mixing Model Addressing Spectral Variability for Hyperspectral Unmixing. IGARSS (2022)
Oualid Yahia, Moussa Sofiane Karoui, Raffaella Guida
An Inversion of a Modified Water Cloud Model for Soil Moisture Content Estimation Through Sentinel-1 and Landsat-8 Remote Sensing Data. IGARSS (2022)
Fatima Zohra Benhalouche, Oussama Benabbou, Moussa Sofiane Karoui, Lahsen Wahib Kebir, Ahmed Bennia, Yannick Deville
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. IGARSS (2022)
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
Gradient-Based NMF Methods for Hyperspectral Unmixing Addressing Spectral Variability with a Multiplicative-Tuning Linear Mixing Model. IGARSS (2021)
Fatima Zohra Benhalouche, Oussama Benabbou, Lahsen Wahib Kebir, Ahmed Bennia, Moussa Sofiane Karoui, Yannick Deville
An Informed NMF-Based Unmixing Approach for Mineral Detection and Mapping in the Algerian Central Hoggar Using PRISMA Remote Sensing Hyperspectral Data. IGARSS (2021)
Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi
A New Public Alsat-2B Dataset for Single-Image Super-Resolution. IGARSS (2021)
Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi
A new public Alsat-2B dataset for single-image super-resolution. CoRR (2021)
Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri
Hyperspectral Unmixing Based on Constrained Bilinear or Linear-Quadratic Matrix Factorization. Remote. Sens. 13 (11) (2021)
Salah Eddine Brezini, Yannick Deville, Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Abdelaziz Ouamri
A Penalization-Based NMF Approach for Hyperspectral Unmixing Addressing Spectral Variability with an Additively-Tuned Mixing Model. IGARSS (2021)
Oualid Yahia, Moussa Sofiane Karoui, Raffaella Guida
A New Fully Constrained Least Squares-Based Fusion Approach of Optical, Thermal, and SAR Remote Sensing Data for Soil Moisture Content Estimation. IGARSS (2021)
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Salah Eddine Brezini, Yannick Deville, Yasmine Kheira Benkouider
Hypersharpening by a Multiplicative Joint-Criterion NMF Method Addressing Spectral Variability. IGARSS (2021)
Meziane Iftene, Mohammed El Amin Larabi, Moussa Sofiane Karoui
End-to-End Change Detection in Satellite Remote Sensing Imagery. IGARSS (2021)
Djaouad Benachir, Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui
Blind Unmixing of Hyperspectral Remote Sensing Data: A New Geometrical Method Based on a Two-Source Sparsity Constraint. Remote. Sens. 12 (19) (2020)
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville, Khelifa Djerriri, Xavier Briottet, Thomas Houet, Arnaud Le Bris, Christiane Weber
Partial Linear NMF-Based Unmixing Methods for Detection and Area Estimation of Photovoltaic Panels in Urban Hyperspectral Remote Sensing Data. Remote. Sens. 11 (18) (2019)
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Issam Boukerch
Gradient-Based Joint-Variables Nonnegative Matrix Factorization for Multi-Sharpening Hyperspectral Remote Sensing Data. IGARSS (2019)
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
An NMF-Based Approach for Hyperspectral Unmixing Using a New Multiplicative-tuning Linear Mixing Model to Address Spectral Variability. EUSIPCO (2019)
Souleyman Chaib, Mohammed El Amin Larabi, Yanfeng Gu, Khadidja Bakhti, Moussa Sofiane Karoui
Very High Resolution Image Scene Classification with Capsule Network. IGARSS (2019)
Khelifa Djerriri, Moussa Sofiane Karoui, Réda Adjoudj
Extraction of a Specific Land-Cover Class from Very High Spatial Resolution Imagery Using Positive and Unlabeled Learning with Convolutional Neural Networks. IGARSS (2019)
Mohammed El Amin Larabi, Souleyman Chaib, Khadidja Bakhti, Moussa Sofiane Karoui
Transfer Learning for Changes Detection in Optical Remote Sensing Imagery. IGARSS (2019)
Khelifa Djerriri, Abdelmounaime Safia, Réda Adjoudj, Moussa Sofiane Karoui
Improving Hyperspectral Image Classification by Combining Spectral and Multiband Compact Texture Features. IGARSS (2019)
Yasmine Kheira Benkouider, Moussa Sofiane Karoui
An Unmixing-Based Change Detection Approach for Multiresolution Remote Sensing Images. EUSIPCO (2019)
Yannick Deville, Audrey Minghelli, Xavier Briottet, Veronique Serfaty, Salah Eddine Brezini, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Mireille Guillaume, Xavier Lenot, Bruno Lafrance, Malik Chami, Sylvain Jay
Hyperspectral Oceanic Remote Sensing With Adjacency Effects: From Spectral-Variability-Based Modeling To Performance Of Associated Blind Unmixing Methods. IGARSS (2019)
Khadidja Bakhti, Khelifa Djerriri, Mohammed El Amin Arabi, Souleyman Chaib, Moussa Sofiane Karoui
Improvememt of multi-temporal vegetation modeling using hybrid deep neural networks of multispectral remote sensing images. IGARSS (2019)
Issam Boukerch, Nezha Farhi, Moussa Sofiane Karoui, Khelifa Djerriri, Redouane Mahmoudi
A Dense Vector Matching Approach for Band to Band Registration of Alsat-2 Images. IGARSS (2018)
Meziane Iftene, Mohammed El Amin Arabi, Moussa Sofiane Karoui
Transfering Super Resolution Convolutional Neural Network For Remote Sensing Data Sharpening. WHISPERS (2018)
Khelifa Djerriri, Mohamed Ghabi, Moussa Sofiane Karoui, Réda Adjoudj
Palm Trees Counting in Remote Sensing Imagery Using Regression Convolutional Neural Network. IGARSS (2018)
Khelifa Djerriri, Abdelmounaime Safia, Moussa Sofiane Karoui, Réda Adjoudj
Enhancing the Classification of Remote Sensing Data Using Multiband Compact Texture Unit Descriptor and Deep Convolutional Neural Network. IGARSS (2018)
Yasmine Kheira Benkouider, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini
Bilinear Matrix Factorization using a Gradient Method for Unmixing Hyperspectral Images Combinedc with Multispectral Data. WHISPERS (2018)
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, Clément Mallet, Arnaud Le Bris, Nesrine Chehata
Hyperspectral Imagery for Environmental Urban Planning. IGARSS (2018)
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville, Khelifa Djerriri, Xavier Briottet, Arnaud Le Bris
Detection And Area Estimation For Photovoltaic Panels In Urban Hyperspectral Remote Sensing Data By An Original Nmf-Based Unmixing Method. IGARSS (2018)
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
Linear-Quadratic NMF-Based Urban Hyperspectral Data Unmixing With Some Known Endmembers. WHISPERS (2018)
Mohammed El Amin Arabi, Moussa Sofiane Karoui, Khelifa Djerriri
Optical Remote Sensing Change Detection Through Deep Siamese Network. IGARSS (2018)
Moussa Sofiane Karoui, Khelifa Djerriri
A New Unmixing-Based Approach for Shadow Correction of Hyperspectral Remote Sensing Data. IGARSS (2018)
Yasmine Kheira Benkouider, Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini
A new multiplicative nonnegative matrix factorization method for unmixing hyperspectral images combined with multispectral data. EUSIPCO (2017)
Khelifa Djerriri, Moussa Sofiane Karoui
Classification of Quickbird imagery over urban area using convolutional neural network. JURSE (2017)
Moussa Sofiane Karoui, Yannick Deville, Fatima Zohra Benhalouche, Issam Boukerch
Hypersharpening by Joint-Criterion Nonnegative Matrix Factorization. IEEE Trans. Geosci. Remote. Sens. 55 (3) (2017)
Moussa Sofiane Karoui, Shahram Hosseini, Yannick Deville, Abdelaziz Ouamri, Ines Meganem
Modified nonnegative matrix factorization for endmember spectra extraction from highly mixed hyperspectral images combined with multispectral data. ICASSP (2017)
Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri
Hyperspectral endmember spectra extraction based on constrained linear-quadratic matrix factorization using a projected gradient method. MLSP (2016)
Moussa Sofiane Karoui, Issam Boukerch, Khelifa Djerriri
Joint spatial variables nonnegative matrix factorization using constrained gradient method to pansharpen multispectral images. IVMSP (2016)
Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri
Bilinear matrix factorization using a gradient method for hyperspectral endmember spectra extraction. IGARSS (2016)
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville, Abdelaziz Ouamri
Hyperspectral data multi-sharpening based on linear-quadratic nonnegative matrix factorization. IGARSS (2015)
Moussa Sofiane Karoui, Yannick Deville, Sarah Kreri
Joint nonnegative matrix factorization for hyperspectral and multispectral remote sensing data fusion. WHISPERS (2013)
Djaouad Benachir, Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui, Abdelkader Hameurlain
Hyperspectral image unmixing by non-negative matrix factorization initialized with modified independent component analysis. WHISPERS (2013)
Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini, Abdelaziz Ouamri
Blind spatial unmixing of multispectral images: New methods combining sparse component analysis, clustering and non-negativity constraints. Pattern Recognit. 45 (12) (2012)
Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini, Abdelaziz Ouamri
A new spatial sparsity-based method for extracting endmember spectra from hyperspectral data with some pure pixels. IGARSS (2012)
Ines Meganem, Yannick Deville, Shahram Hosseini, Hervé Carfantan, Moussa Sofiane Karoui
Extraction of stellar spectra from dense fields in hyperspectral muse data cubes using non-negative matrix factorization. WHISPERS (2011)
Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini, Abdelaziz Ouamri, D. Ducrot
Improvement of remote sensing multispectral image classification by using Independent Component Analysis. WHISPERS (2009)

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Publication Activity (10 Years)

Top Topics

Top Venues

Moussa Sofiane Karoui