| Blind spatial unmixing of multispectral images: New methods combining sparse component analysis, clustering and non-negativity constraints MS Karoui, Y Deville, S Hosseini, A Ouamri Pattern Recognition 45 (12), 4263-4278, 2012 | 57 | 2012 |
| Hypersharpening by joint-criterion nonnegative matrix factorization MS Karoui, Y Deville, FZ Benhalouche, I Boukerch IEEE Transactions on Geoscience and Remote Sensing 55 (3), 1660-1670, 2016 | 47 | 2016 |
| Hyperspectral imagery for environmental urban planning C Weber, R Aguejdad, X Briottet, J Avala, S Fabre, J Demuynck, E Zenou, ... IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 42 | 2018 |
| Partial linear NMF-based unmixing methods for detection and area estimation of photovoltaic panels in urban hyperspectral remote sensing data MS Karoui, FZ Benhalouche, Y Deville, K Djerriri, X Briottet, T Houet, ... Remote Sensing 11 (18), 2164, 2019 | 39 | 2019 |
| Optical remote sensing change detection through deep siamese network MEA Arabi, MS Karoui, K Djerriri IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 28 | 2018 |
| Detection and area estimation for photovoltaic panels in urban hyperspectral remote sensing data by an original NMF-based unmixing method MS Karoui, F zohra Benhalouche, Y Deville, K Djerriri, X Briottet, A Le Bris IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 19 | 2018 |
| Transfer learning for changes detection in optical remote sensing imagery MEA Larabi, S Chaib, K Bakhti, MS Karoui IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019 | 15 | 2019 |
| Blind unmixing of remote sensing data with some pure pixels: Extension and comparison of spatial methods exploiting sparsity and nonnegativity properties MS Karoui, Y Deville, S Hosseini, A Ouamri 2013 8th International Workshop on Systems, Signal Processing and their …, 2013 | 15 | 2013 |
| Improving hyperspectral image classification by combining spectral and multiband compact texture features K Djerriri, A Safia, R Adjoudj, MS Karoui IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019 | 14 | 2019 |
| Joint nonnegative matrix factorization for hyperspectral and multispectral remote sensing data fusion MS Karoui, Y Deville, S Kreri 2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in …, 2013 | 14 | 2013 |
| Hyperspectral image unmixing by non-negative matrix factorization initialized with modified independent component analysis D Benachir, Y Deville, S Hosseini, MS Karoui, A Hameurlain 2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in …, 2013 | 14 | 2013 |
| Improvement of remote sensing multispectral image classification by using independent component analysis MS Karoui, Y Deville, S Hosseini, A Ouamri, D Ducrot 2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution …, 2009 | 14 | 2009 |
| Hyperspectral unmixing based on constrained bilinear or linear-quadratic matrix factorization FZ Benhalouche, Y Deville, MS Karoui, A Ouamri Remote Sensing 13 (11), 2132, 2021 | 11 | 2021 |
| Unsupervised hyperspectral band selection by combination of unmixing and sequential clustering techniques SI Benabadji, MS Karoui, K Djerriri, I Boukerch, N Farhi, MA Bouhlala European Journal of Remote Sensing 52 (1), 30-39, 2019 | 11 | 2019 |
| Pansharpening multispectral remote sensing data by multiplicative joint nonnegative matrix factorization MS Karoui, K Djerriri, I Boukerch International Journal of Remote Sensing 37 (4), 805-818, 2016 | 11 | 2016 |
| Hypersharpening by an NMF-unmixing-based method addressing spectral variability SE Brezini, MS Karoui, FZ Benhalouche, Y Deville, A Ouamri IEEE Geoscience and Remote Sensing Letters 19, 1-5, 2021 | 10 | 2021 |
| An NMF-based approach for hyperspectral unmixing using a new multiplicative-tuning linear mixing model to address spectral variability FZ Benhalouche, MS Karoui, Y Deville 2019 27th European Signal Processing Conference (EUSIPCO), 1-5, 2019 | 10 | 2019 |
| A new spatial sparsity-based method for extracting endmember spectra from hyperspectral data with some pure pixels MS Karoui, Y Deville, S Hosseini, A Ouamri 2012 IEEE International Geoscience and Remote Sensing Symposium, 3074-3077, 2012 | 10 | 2012 |
| Extraction of stellar spectra from dense fields in hyperspectral MUSE data cubes using non-negative matrix factorization I Meganem, Y Deville, S Hosseini, H Carfantan, MS Karoui 2011 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in …, 2011 | 10 | 2011 |
| Hyperspectral and multispectral data fusion based on linear-quadratic nonnegative matrix factorization FZ Benhalouche, MS Karoui, Y Deville, A Ouamri Journal of Applied Remote Sensing 11 (2), 025008-025008, 2017 | 9 | 2017 |
