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2020 – today
- 2024
[c50]Moussa Sofiane Karoui, Alp Ertürk, Fatima Zohra Benhalouche, Yannick Deville, Çagatay Esi:
Informed NMF-Based Unmixing Method Addressing Spectral Variability for Marine Mucilage Mapping using Hyperspectral Prisma Data. IGARSS 2024: 7706-7709- [c49]Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville:
A New ADMM-Based Hyperspectral Unmixing Algorithm Associated with a Linear Mixing Model Addressing Spectral Variability with a Multiplicative Structure. IGARSS 2024: 7710-7713 - [c48]Çagatay Esi, Alp Ertürk, Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville:
Nonlinear Unmixing Based Marine Mucilage Monitoring. IGARSS 2024: 7720-7723 - 2023
- [j9]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: 104264 (2023) - [j8]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): 4583 (2023) - [c47]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: 2342-2345 - [c46]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: 3387-3390 - [c45]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: 7535-7538 - [c44]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: 7539-7542 - [c43]Çagatay Esi, Alp Ertürk, Moussa Sofiane Karoui:
Unmixing With Spectral Variability for Marine Mucilage Analysis. WHISPERS 2023: 1-5 - 2022
- [j7]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: 1-5 (2022) - [j6]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): 2305 (2022) - [c42]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: 1788-1791 - [c41]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: 3279-3282 - [c40]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: 6181-6184 - [c39]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: 6422-6425 - 2021
- [j5]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): 2132 (2021) - [c38]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: 1863-1866 - [c37]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: 3205-3208 - [c36]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: 3841-3844 - [c35]Meziane Iftene, Mohammed El Amin Larabi, Moussa Sofiane Karoui:
End-to-End Change Detection in Satellite Remote Sensing Imagery. IGARSS 2021: 4356-4359 - [c34]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: 4472-4475 - [c33]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: 5877-5880 - [c32]Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi:
A New Public Alsat-2B Dataset for Single-Image Super-Resolution. IGARSS 2021: 8095-8098 - [i1]Achraf Djerida, Khelifa Djerriri, Moussa Sofiane Karoui, Mohammed El Amin Larabi:
A new public Alsat-2B dataset for single-image super-resolution. CoRR abs/2103.12547 (2021) - 2020
- [j4]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): 3198 (2020)
2010 – 2019
- 2019
- [j3]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): 2164 (2019) - [c31]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: 1-5 - [c30]Yasmine Kheira Benkouider, Moussa Sofiane Karoui:
An Unmixing-Based Change Detection Approach for Multiresolution Remote Sensing Images. EUSIPCO 2019: 1-5 - [c29]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: 1-4 - [c28]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:
Hyperspectral Oceanic Remote Sensing With Adjacency Effects: From Spectral-Variability-Based Modeling To Performance Of Associated Blind Unmixing Methods. IGARSS 2019: 282-285 - [c27]Khelifa Djerriri, Abdelmounaime Safia, Reda Adjoudj, Moussa Sofiane Karoui:
Improving Hyperspectral Image Classification by Combining Spectral and Multiband Compact Texture Features. IGARSS 2019: 465-468 - [c26]Mohammed El Amin Larabi, Souleyman Chaib, Khadidja Bakhti, Moussa Sofiane Karoui:
Transfer Learning for Changes Detection in Optical Remote Sensing Imagery. IGARSS 2019: 1582-1585 - [c25]Khelifa Djerriri, Moussa Sofiane Karoui, Reda 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: 3033-3036 - [c24]Souleyman Chaib, Mohammed El Amin Larabi, Yanfeng Gu, Khadidja Bakhti, Moussa Sofiane Karoui:
Very High Resolution Image Scene Classification with Capsule Network. IGARSS 2019: 3049-3052 - [c23]Moussa Sofiane Karoui, Fatima Zohra Benhalouche, Issam Boukerch:
Gradient-Based Joint-Variables Nonnegative Matrix Factorization for Multi-Sharpening Hyperspectral Remote Sensing Data. IGARSS 2019: 3157-3160 - 2018
- [c22]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: 1628-1631 - [c21]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: 1640-1643 - [c20]Khelifa Djerriri, Abdelmounaime Safia, Moussa Sofiane Karoui, Reda Adjoudj:
Enhancing the Classification of Remote Sensing Data Using Multiband Compact Texture Unit Descriptor and Deep Convolutional Neural Network. IGARSS 2018: 2479-2482 - [c19]Khelifa Djerriri, Mohamed Ghabi, Moussa Sofiane Karoui, Reda Adjoudj:
Palm Trees Counting in Remote Sensing Imagery Using Regression Convolutional Neural Network. IGARSS 2018: 2627-2630 - [c18]Moussa Sofiane Karoui, Khelifa Djerriri:
A New Unmixing-Based Approach for Shadow Correction of Hyperspectral Remote Sensing Data. IGARSS 2018: 2725-2728 - [c17]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: 3401-3404 - [c16]Mohammed El Amin Arabi, Moussa Sofiane Karoui, Khelifa Djerriri:
Optical Remote Sensing Change Detection Through Deep Siamese Network. IGARSS 2018: 5041-5044 - [c15]Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville:
Linear-Quadratic NMF-Based Urban Hyperspectral Data Unmixing With Some Known Endmembers. WHISPERS 2018: 1-5 - [c14]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: 1-5 - [c13]Meziane Iftene, Mohammed El Amin Arabi, Moussa Sofiane Karoui:
Transfering Super Resolution Convolutional Neural Network For Remote Sensing Data Sharpening. WHISPERS 2018: 1-4 - 2017
- [j2]Moussa Sofiane Karoui, Yannick Deville, Fatima Zohra Benhalouche, Issam Boukerch:
Hypersharpening by Joint-Criterion Nonnegative Matrix Factorization. IEEE Trans. Geosci. Remote. Sens. 55(3): 1660-1670 (2017) - [c12]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: 483-487 - [c11]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: 1572-1576 - [c10]Khelifa Djerriri, Moussa Sofiane Karoui:
Classification of Quickbird imagery over urban area using convolutional neural network. JURSE 2017: 1-4 - 2016
- [c9]Fatima Zohra Benhalouche, Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri:
Bilinear matrix factorization using a gradient method for hyperspectral endmember spectra extraction. IGARSS 2016: 6565-6568 - [c8]Moussa Sofiane Karoui, Issam Boukerch, Khelifa Djerriri:
Joint spatial variables nonnegative matrix factorization using constrained gradient method to pansharpen multispectral images. IVMSP 2016: 1-5 - [c7]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: 1-6 - 2015
- [c6]Fatima Zohra Benhalouche, Moussa Sofiane Karoui, Yannick Deville, Abdelaziz Ouamri:
Hyperspectral data multi-sharpening based on linear-quadratic nonnegative matrix factorization. IGARSS 2015: 3290-3293 - 2013
- [c5]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: 1-4 - [c4]Moussa Sofiane Karoui, Yannick Deville, Sarah Kreri:
Joint nonnegative matrix factorization for hyperspectral and multispectral remote sensing data fusion. WHISPERS 2013: 1-4 - 2012
- [b1]Moussa Sofiane Karoui:
Méthodes de séparation aveugle de sources et application à la télédétection spatiale. (Blind source separation methods and application to remote sensing). Paul Sabatier University, Toulouse, France, 2012 - [j1]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): 4263-4278 (2012) - [c3]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: 3074-3077 - 2011
- [c2]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: 1-4
2000 – 2009
- 2009
- [c1]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: 1-4
Coauthor Index
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