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