| 2024 | IGARSS | 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 |
| 2024 | IGARSS | Nonlinear Unmixing Based Marine Mucilage Monitoring. | agatay Esi, Alp Ertrk, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville |
| 2024 | IGARSS | Informed NMF-Based Unmixing Method Addressing Spectral Variability for Marine Mucilage Mapping using Hyperspectral Prisma Data. | Moussa Sofiane Karoui, Alp Ertrk, Fatima Zohra Benhalouche, Yannick Deville, agatay Esi |
| 2023 | IGARSS | 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 |
| 2023 | IGARSS | 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 |
| 2023 | IGARSS | 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 |
| 2023 | IGARSS | 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 |
| 2022 | IGARSS | 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 |
| 2022 | IGARSS | 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 |
| 2022 | IGARSS | 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 |
| 2022 | IGARSS | 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 |
| 2021 | IGARSS | 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 |
| 2021 | IGARSS | 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 |
| 2021 | IGARSS | 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 |
| 2021 | IGARSS | 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 |
| 2021 | IGARSS | A New Public Alsat-2B Dataset for Single-Image Super-Resolution. | Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi |
| 2021 | IGARSS | End-to-End Change Detection in Satellite Remote Sensing Imagery. | Meziane Iftene, Mohammed El Amin Larabi, Moussa Sofiane Karoui |
| 2021 | IGARSS | 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 |
| 2019 | IGARSS | 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 |
| 2019 | IGARSS | Very High Resolution Image Scene Classification with Capsule Network. | Souleyman Chaib, Mohammed El Amin Larabi, Yanfeng Gu, Khadidja Bakhti, Moussa Sofiane Karoui |
| 2019 | IGARSS | 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, Vronique Serfaty, Salah Eddine Brezini, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Mireille Guillaume, Xavier Lenot, Bruno Lafrance, Malik Chami, Sylvain Jay |
| 2019 | IGARSS | 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 |
| 2019 | IGARSS | Improving Hyperspectral Image Classification by Combining Spectral and Multiband Compact Texture Features. | Khelifa Djerriri, Abdelmounaime Safia, Reda Adjoudj, Moussa Sofiane Karoui |
| 2019 | IGARSS | Gradient-Based Joint-Variables Nonnegative Matrix Factorization for Multi-Sharpening Hyperspectral Remote Sensing Data. | Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Issam Boukerch |
| 2019 | IGARSS | Transfer Learning for Changes Detection in Optical Remote Sensing Imagery. | Mohammed El Amin Larabi, Souleyman Chaib, Khadidja Bakhti, Moussa Sofiane Karoui |
| 2018 | IGARSS | 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, Sbastien Gadal, Walid Ouerghemmi, Clment Mallet, Arnaud Le Bris, Nesrine Chehata |
| 2018 | IGARSS | Optical Remote Sensing Change Detection Through Deep Siamese Network. | Mohammed El Amin Arabi, Moussa Sofiane Karoui, Khelifa Djerriri |
| 2018 | IGARSS | 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 |
| 2018 | IGARSS | Palm Trees Counting in Remote Sensing Imagery Using Regression Convolutional Neural Network. | Khelifa Djerriri, Mohamed Ghabi, Moussa Sofiane Karoui, Reda Adjoudj |
| 2018 | IGARSS | 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 |
| 2018 | IGARSS | 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 |
| 2018 | IGARSS | A New Unmixing-Based Approach for Shadow Correction of Hyperspectral Remote Sensing Data. | Moussa Sofiane Karoui, Khelifa Djerriri |
| 2017 | ICASSP | 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 |
| 2016 | IGARSS | Bilinear matrix factorization using a gradient method for hyperspectral endmember spectra extraction. | Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri |
| 2015 | IGARSS | Hyperspectral data multi-sharpening based on linear-quadratic nonnegative matrix factorization. | Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville, Abdelaziz Ouamri |
| 2012 | IGARSS | 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 |