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)

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)

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

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)

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)

Méthodes de démélange et de fusion des images multispectrales et hyperspectrales de télédétection spatiale. (Unmixing and fusion methods for remote sensing multispectral and hypersectral images). - Fatima Zohra Benhalouche (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)

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)

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

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)

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)

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)

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)

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)

Coupling urbanization analyses and seasonal variations for studying urban thermal environment based on Landsat data, case of Oran in Algeria. - Farah Benharrats; Habib Mahi; Naima Benshila; Fatima Zohra Benhalouche (JURSE, 2025)

Spatio-temporal analysis of the relationship between vegetation and air CO concentration in Algeria. - Hanifi Meroufel; Fatima Zohra Benhalouche; Farah Benharrats (JURSE, 2025)