Moussa Sofiane Karoui

62 papers C 35Misc 1Journal 10Unranked 15
YearRankTypeTitle / Venue / Authors
2024 C conf
A New ADMM-Based Hyperspectral Unmixing Algorithm Associated with a Linear Mixing Model Addressing Spectral Variability with a Multiplicative Structure.
IGARSS
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
2024 — conf
Hyperspectral Bilinear Endmember Spectra Extraction Using a New Shifting Multiplicative NMF Method.
WHISPERS
Alejandra Inga Quezada, Leonardo Tomazeli Duarte, Yannick Deville, Fatima Zohra Benhalouche, Moussa Sofiane Karoui
2024 C conf
Informed NMF-Based Unmixing Method Addressing Spectral Variability for Marine Mucilage Mapping using Hyperspectral Prisma Data.
IGARSS
Moussa Sofiane Karoui, Alp Ertürk, Fatima Zohra Benhalouche, Yannick Deville, Çagatay Esi
2024 C conf
Nonlinear Unmixing Based Marine Mucilage Monitoring.
IGARSS
Çagatay Esi, Alp Ertürk, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
2023 C conf
A Nonlinear Spectral Unmixing Based Approach for Measuring Gas Flaring from VIIRS NTL Data: Case of the Flare Fit-M8-101A-1U, Algeria.
IGARSS
Fatima Zohra Benhalouche, Farah Benharrats, Moussa Sofiane Karoui
2023 C conf
A Novel Linear Mixing Model Addressing Spectral-Spatial Intra-Class Variability with an Associated Penalized NMF-Based Hyperspectral Unmixing Algorithm.
IGARSS
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville
2023 J jnl
Modeling and Unsupervised Unmixing Based on Spectral Variability for Hyperspectral Oceanic Remote Sensing Data with Adjacency Effects.
Remote. Sens.
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
2023 C conf
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
Fatima Zohra Benhalouche, Oussama Benabbou, Oualid Yahia, Moussa Sofiane Karoui, Yannick Deville, Lahsen Wahib Kebir, Ahmed Bennia
2023 J jnl
Partial NMF-based hyperspectral unmixing methods for linear mixing models addressing intra-class variability.
Digit. Signal Process.
Meziane Iftene, Fatima Zohra Benhalouche, Yasmine Kheira Benkouider, Moussa Sofiane Karoui
2023 C conf
The Prediction of Regional Wildfire Risk Using High-Resolution Remotely Sensed Soil Moisture Content Estimation, Case Study: Sidi Douma Forest, Saida, Algeria.
IGARSS
Oualid Yahia, Mohamed Ghabi, Moussa Sofiane Karoui
2023 — conf
Unmixing With Spectral Variability for Marine Mucilage Analysis.
WHISPERS
Çagatay Esi, Alp Ertürk, Moussa Sofiane Karoui
2022 C conf
A Gradient-Based Method for the Modified Augmented Linear Mixing Model Addressing Spectral Variability for Hyperspectral Unmixing.
IGARSS
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville
2022 C conf
An Inversion of a Modified Water Cloud Model for Soil Moisture Content Estimation Through Sentinel-1 and Landsat-8 Remote Sensing Data.
IGARSS
Oualid Yahia, Moussa Sofiane Karoui, Raffaella Guida
2022 J jnl
Hypersharpening by an NMF-Unmixing-Based Method Addressing Spectral Variability.
IEEE Geosci. Remote. Sens. Lett.
Salah Eddine Brezini, Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville, Abdelaziz Ouamri
2022 C conf
Improving Classical Approach for Flare Parameters Estimation from VIIRS NtL Remote Sensing Data by Linear and Nonlinear Spectral Unmixing Methods.
IGARSS
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Farah Benharrats, Mohammed Amine Bouhlala
2022 C conf
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
Fatima Zohra Benhalouche, Oussama Benabbou, Moussa Sofiane Karoui, Lahsen Wahib Kebir, Ahmed Bennia, Yannick Deville
2022 J jnl
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.
Fatima Zohra Benhalouche, Farah Benharrats, Mohammed Amine Bouhlala, Moussa Sofiane Karoui
2021 C conf
A New Fully Constrained Least Squares-Based Fusion Approach of Optical, Thermal, and SAR Remote Sensing Data for Soil Moisture Content Estimation.
IGARSS
Oualid Yahia, Moussa Sofiane Karoui, Raffaella Guida
2021 C conf
A New Public Alsat-2B Dataset for Single-Image Super-Resolution.
IGARSS
Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi
2021 C conf
A Penalization-Based NMF Approach for Hyperspectral Unmixing Addressing Spectral Variability with an Additively-Tuned Mixing Model.
IGARSS
Salah Eddine Brezini, Yannick Deville, Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Abdelaziz Ouamri
2021 J jnl
A new public Alsat-2B dataset for single-image super-resolution.
CoRR
Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi
2021 C conf
An Informed NMF-Based Unmixing Approach for Mineral Detection and Mapping in the Algerian Central Hoggar Using PRISMA Remote Sensing Hyperspectral Data.
IGARSS
Fatima Zohra Benhalouche, Oussama Benabbou, Lahsen Wahib Kebir, Ahmed Bennia, Moussa Sofiane Karoui, Yannick Deville
2021 C conf
End-to-End Change Detection in Satellite Remote Sensing Imagery.
IGARSS
Meziane Iftene, Mohammed El Amin Larabi, Moussa Sofiane Karoui
2021 C conf
Gradient-Based NMF Methods for Hyperspectral Unmixing Addressing Spectral Variability with a Multiplicative-Tuning Linear Mixing Model.
IGARSS
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
2021 C conf
Hypersharpening by a Multiplicative Joint-Criterion NMF Method Addressing Spectral Variability.
IGARSS
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Salah Eddine Brezini, Yannick Deville, Yasmine Kheira Benkouider
2021 J jnl
Hyperspectral Unmixing Based on Constrained Bilinear or Linear-Quadratic Matrix Factorization.
Remote. Sens.
Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri
2020 J jnl
Blind Unmixing of Hyperspectral Remote Sensing Data: A New Geometrical Method Based on a Two-Source Sparsity Constraint.
Remote. Sens.
Djaouad Benachir, Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui
2019 — conf
An NMF-Based Approach for Hyperspectral Unmixing Using a New Multiplicative-tuning Linear Mixing Model to Address Spectral Variability.
EUSIPCO
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
2019 — conf
An Unmixing-Based Change Detection Approach for Multiresolution Remote Sensing Images.
EUSIPCO
Yasmine Kheira Benkouider, Moussa Sofiane Karoui
2019 C conf
Extraction of a Specific Land-Cover Class from Very High Spatial Resolution Imagery Using Positive and Unlabeled Learning with Convolutional Neural Networks.
IGARSS
Khelifa Djerriri, Moussa Sofiane Karoui, Reda Adjoudj
2019 C conf
Gradient-Based Joint-Variables Nonnegative Matrix Factorization for Multi-Sharpening Hyperspectral Remote Sensing Data.
IGARSS
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Issam Boukerch
2019 C conf
Hyperspectral Oceanic Remote Sensing With Adjacency Effects: From Spectral-Variability-Based Modeling To Performance Of Associated Blind Unmixing Methods.
IGARSS
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
2019 C conf
Improvememt of multi-temporal vegetation modeling using hybrid deep neural networks of multispectral remote sensing images.
IGARSS
Khadidja Bakhti, Khelifa Djerriri, Mohammed El Amin Arabi, Souleyman Chaib, Moussa Sofiane Karoui
2019 C conf
Improving Hyperspectral Image Classification by Combining Spectral and Multiband Compact Texture Features.
IGARSS
Khelifa Djerriri, Abdelmounaime Safia, Reda Adjoudj, Moussa Sofiane Karoui
2019 J jnl
Partial Linear NMF-Based Unmixing Methods for Detection and Area Estimation of Photovoltaic Panels in Urban Hyperspectral Remote Sensing Data.
Remote. Sens.
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville, Khelifa Djerriri, Xavier Briottet, Thomas Houet, Arnaud Le Bris, Christiane Weber
2019 C conf
Transfer Learning for Changes Detection in Optical Remote Sensing Imagery.
IGARSS
Mohammed El Amin Larabi, Souleyman Chaib, Khadidja Bakhti, Moussa Sofiane Karoui
2019 C conf
Very High Resolution Image Scene Classification with Capsule Network.
IGARSS
Souleyman Chaib, Mohammed El Amin Larabi, Yanfeng Gu, Khadidja Bakhti, Moussa Sofiane Karoui
2018 C conf
A Dense Vector Matching Approach for Band to Band Registration of Alsat-2 Images.
IGARSS
Issam Boukerch, Nezha Farhi, Moussa Sofiane Karoui, Khelifa Djerriri, Redouane Mahmoudi
2018 C conf
A New Unmixing-Based Approach for Shadow Correction of Hyperspectral Remote Sensing Data.
IGARSS
Moussa Sofiane Karoui, Khelifa Djerriri
2018 — conf
Bilinear Matrix Factorization using a Gradient Method for Unmixing Hyperspectral Images Combinedc with Multispectral Data.
WHISPERS
Yasmine Kheira Benkouider, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini
2018 C conf
Detection And Area Estimation For Photovoltaic Panels In Urban Hyperspectral Remote Sensing Data By An Original Nmf-Based Unmixing Method.
IGARSS
Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Yannick Deville, Khelifa Djerriri, Xavier Briottet, Arnaud Le Bris
2018 C conf
Enhancing the Classification of Remote Sensing Data Using Multiband Compact Texture Unit Descriptor and Deep Convolutional Neural Network.
IGARSS
Khelifa Djerriri, Abdelmounaime Safia, Moussa Sofiane Karoui, Reda Adjoudj
2018 C conf
Hyperspectral Imagery for Environmental Urban Planning.
IGARSS
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
2018 — conf
Linear-Quadratic NMF-Based Urban Hyperspectral Data Unmixing With Some Known Endmembers.
WHISPERS
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville
2018 C conf
Optical Remote Sensing Change Detection Through Deep Siamese Network.
IGARSS
Mohammed El Amin Arabi, Moussa Sofiane Karoui, Khelifa Djerriri
2018 C conf
Palm Trees Counting in Remote Sensing Imagery Using Regression Convolutional Neural Network.
IGARSS
Khelifa Djerriri, Mohamed Ghabi, Moussa Sofiane Karoui, Reda Adjoudj
2018 — conf
Transfering Super Resolution Convolutional Neural Network For Remote Sensing Data Sharpening.
WHISPERS
Meziane Iftene, Mohammed El Amin Arabi, Moussa Sofiane Karoui
2017 — conf
A new multiplicative nonnegative matrix factorization method for unmixing hyperspectral images combined with multispectral data.
EUSIPCO
Yasmine Kheira Benkouider, Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini
2017 — conf
Classification of Quickbird imagery over urban area using convolutional neural network.
JURSE
Khelifa Djerriri, Moussa Sofiane Karoui
2017 J jnl
Hypersharpening by Joint-Criterion Nonnegative Matrix Factorization.
IEEE Trans. Geosci. Remote. Sens.
Moussa Sofiane Karoui, Yannick Deville, Fatima Zohra Benhalouche, Issam Boukerch
2017 Misc conf
Modified nonnegative matrix factorization for endmember spectra extraction from highly mixed hyperspectral images combined with multispectral data.
ICASSP
Moussa Sofiane Karoui, Shahram Hosseini, Yannick Deville, Abdelaziz Ouamri, Ines Meganem
2016 C conf
Bilinear matrix factorization using a gradient method for hyperspectral endmember spectra extraction.
IGARSS
Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri
2016 — conf
Hyperspectral endmember spectra extraction based on constrained linear-quadratic matrix factorization using a projected gradient method.
MLSP
Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri
2016 — conf
Joint spatial variables nonnegative matrix factorization using constrained gradient method to pansharpen multispectral images.
IVMSP
Moussa Sofiane Karoui, Issam Boukerch, Khelifa Djerriri
2015 C conf
Hyperspectral data multi-sharpening based on linear-quadratic nonnegative matrix factorization.
IGARSS
Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville, Abdelaziz Ouamri
2013 — conf
Hyperspectral image unmixing by non-negative matrix factorization initialized with modified independent component analysis.
WHISPERS
Djaouad Benachir, Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui, Abdelkader Hameurlain
2013 — conf
Joint nonnegative matrix factorization for hyperspectral and multispectral remote sensing data fusion.
WHISPERS
Moussa Sofiane Karoui, Yannick Deville, Sarah Kreri
2012 C conf
A new spatial sparsity-based method for extracting endmember spectra from hyperspectral data with some pure pixels.
IGARSS
Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini, Abdelaziz Ouamri
2012 J jnl
Blind spatial unmixing of multispectral images: New methods combining sparse component analysis, clustering and non-negativity constraints.
Pattern Recognit.
Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini, Abdelaziz Ouamri
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
2011 — conf
Extraction of stellar spectra from dense fields in hyperspectral muse data cubes using non-negative matrix factorization.
WHISPERS
Ines Meganem, Yannick Deville, Shahram Hosseini, Hervé Carfantan, Moussa Sofiane Karoui
2009 — conf
Improvement of remote sensing multispectral image classification by using Independent Component Analysis.
WHISPERS
Moussa Sofiane Karoui, Yannick Deville, Shahram Hosseini, Abdelaziz Ouamri, D. Ducrot