M. S. Karoui

发表

Hyperspectral Oceanic Remote Sensing With Adjacency Effects: From Spectral-Variability-Based Modeling To Performance Of Associated Blind Unmixing Methods

Y. Deville, X. Briottet, X. Lenot, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Pansharpening multispectral remote sensing data by multiplicative joint nonnegative matrix factorization

M. S. Karoui, K. Djerriri, I. Boukerch, 2016 .

Bilinear matrix factorization using a gradient method for hyperspectral endmember spectra extraction

Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri, 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

A new star detection algorithm based on the combination of thresholding and filtering technique

M. S. Karoui, M. Keche, Zoubida Mahi, 2022, 2022 7th International Conference on Image and Signal Processing and their Applications (ISPA).

Hyperspectral Imagery for Environmental Urban Planning

Walid Ouerghemmi, Yannick Deville, Moussa Sofiane Karoui, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Méthodes de séparation aveugle de sources et application à la télédétection spatiale. (Blind source separation methods and application to remote sensing)

Moussa Sofiane Karoui, M. S. Karoui, 2012 .

Improvement of remote sensing multispectral image classification by using Independent Component Analysis

Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui, 2009, 2009 First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing.

Contribution of non-negative matrix factorization to the classification of remote sensing images

Moussa Sofiane Karoui, Y. Deville, D. Ducrot, 2008, Remote Sensing.

Hyperspectral endmember spectra extraction based on constrained linear-quadratic matrix factorization using a projected gradient method

Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri, 2016, 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP).

Local hyperspectral data multisharpening based on linear/linear-quadratic nonnegative matrix factorization by integrating lidar data

Moussa Sofiane Karoui, Abdelaziz Ouamri, Y. Deville, 2015, SPIE Remote Sensing.

One-dimensional convolution neural networks for object-based feature selection

Moussa Sofiane Karoui, Khelifa Djerriri, Sarah Rabia Cheriguene, 2018, Remote Sensing.

Blind spatial unmixing of multispectral images: New methods combining sparse component analysis, clustering and non-negativity constraints

Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui, 2012, Pattern Recognit..

Hypersharpening by an NMF-Unmixing-Based Method Addressing Spectral Variability

Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri, 2021, IEEE Geoscience and Remote Sensing Letters.

Transfering Super Resolution Convolutional Neural Network For Remote Sensing Data Sharpening

Moussa Sofiane Karoui, Meziane Iftene, Mohammed El Amin Arabi, 2018, 2018 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

A New Fully Constrained Least Squares-Based Fusion Approach of Optical, Thermal, and SAR Remote Sensing Data for Soil Moisture Content Estimation

M. S. Karoui, R. Guida, Oualid Yahia, 2021, 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS.

An Inversion of a Modified Water Cloud Model for Soil Moisture Content Estimation Through Sentinel-1 and Landsat-8 Remote Sensing Data

M. S. Karoui, R. Guida, Oualid Yahia, 2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium.

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, M. S. Karoui, M. A. Bouhlala, 2022, Remote Sensing.

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, M. S. Karoui, Lahsen Wahib Kebir, 2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium.

An Informed NMF-Based Unmixing Approach for Mineral Detection and Mapping in the Algerian Central Hoggar Using PRISMA Remote Sensing Hyperspectral Data

Yannick Deville, Moussa Sofiane Karoui, Fatima Zohra Benhalouche, 2021, 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS.

Hyperspectral Unmixing Based on Constrained Bilinear or Linear-Quadratic Matrix Factorization

Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri, 2021, Remote. Sens..

Unsupervised Hyperspectral Band Selection By Sequentially Clustering A Mahalanobis-Based Dissimilarity Of Spectrally Variable Endmembers

Moussa Sofiane Karoui, Khelifa Djerriri, Issam Boukerch, 2020, 2020 Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS).

Detecting And Mapping Kaolinite In The Algerian Central Hoggar With A Partial Linear Nmf-Based Unmixing Method

Fatima Zohra Benhalouche, M. S. Karoui, Lahsen Wahib Kebir, 2020, 2020 Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS).

Classification of Quickbird imagery over urban area using convolutional neural network

Moussa Sofiane Karoui, Khelifa Djerriri, M. S. Karoui, 2017, 2017 Joint Urban Remote Sensing Event (JURSE).

Palm Trees Counting in Remote Sensing Imagery Using Regression Convolutional Neural Network

Moussa Sofiane Karoui, Réda Adjoudj, Khelifa Djerriri, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

Pansharpening remotely sensed data by using nonnegative matrix factorization and spectral-spatial degradation models

Moussa Sofiane Karoui, Khelifa Djerriri, Issam Boukerch, 2016, Remote Sensing.

Joint spatial variables nonnegative matrix factorization using constrained gradient method to pansharpen multispectral images

Moussa Sofiane Karoui, Khelifa Djerriri, Issam Boukerch, 2016, 2016 IEEE 12th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP).

Land cover changes mapping of the west-Algerian territory: a multiscale data analysis for the estimation of the sustainable goal 15.3.1

M. S. Karoui, Walid Rabehi, M. A. Bouhlala, 2023, Environmental Earth Sciences.

Transfer Learning for Changes Detection in Optical Remote Sensing Imagery

Moussa Sofiane Karoui, Souleyman Chaib, Mohammed El Amin Larabi, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Improving Classical Approach for Flare Parameters Estimation from VIIRS NtL Remote Sensing Data by Linear and Nonlinear Spectral Unmixing Methods

Fatima Zohra Benhalouche, M. S. Karoui, M. A. Bouhlala, 2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium.

Spectral unmixing using minimum volume constrained Kullback–Leibler divergence

Moussa Sofiane Karoui, Lila Meddeber, Tarik Zouagui, 2020, Journal of Applied Remote Sensing.

Gradient-Based Joint-Variables Nonnegative Matrix Factorization for Multi-Sharpening Hyperspectral Remote Sensing Data

Moussa Sofiane Karoui, Issam Boukerch, Fatima Zohra Benhalouche, 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium.

Multi-sharpening hyperspectral remote sensing data by Multiplicative Joint-Criterion Linear-Quadratic Nonnegative Matrix Factorization

Fatima Zohra Benhalouche, M. S. Karoui, Y. Deville, 2017, 2017 IEEE International Workshop of Electronics, Control, Measurement, Signals and their Application to Mechatronics (ECMSM).

Hypersharpening by Joint-Criterion Nonnegative Matrix Factorization

Yannick Deville, Moussa Sofiane Karoui, Issam Boukerch, 2017, IEEE Transactions on Geoscience and Remote Sensing.

Modified independent component analysis for initializing non-negative matrix factorization: An approach to hyperspectral image unmixing

Djaouad Benachir, Yannick Deville, Shahram Hosseini, 2013, 2013 IEEE 11th International Workshop of Electronics, Control, Measurement, Signals and their application to Mechatronics.

Joint nonnegative matrix factorization for hyperspectral and multispectral remote sensing data fusion

Yannick Deville, Moussa Sofiane Karoui, Sarah Kreri, 2013, 2013 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Blind unmixing of remote sensing data with some pure pixels: Extension and comparison of spatial methods exploiting sparsity and nonnegativity properties

Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui, 2013, 2013 8th International Workshop on Systems, Signal Processing and their Applications (WoSSPA).

Extraction of stellar spectra from dense fields in hyperspectral muse data cubes using non-negative matrix factorization

Hervé Carfantan, Yannick Deville, Shahram Hosseini, 2011, 2011 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS).

Spatial sparsity-based blind source separation method including non-negative matrix factorization for multispectral image unmixing

M. S. Karoui, Y. Deville, S. Hosseini, 2011, 2011 10th International Workshop on Electronics, Control, Measurement and Signals.

Flare Parameters Estimation from VIIRS NtL Remote Sensing Data: Improving Classical Approach by Spectral Unmixing

Fatima Zohra Benhalouche, M. S. Karoui, M. A. Bouhlala, 2022, 2022 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS).

Modeling and Unsupervised Unmixing Based on Spectral Variability for Hyperspectral Oceanic Remote Sensing Data with Adjacency Effects

Fatima Zohra Benhalouche, M. S. Karoui, Y. Deville, 2023, Remote Sensing.

Partial Linear NMF-Based Unmixing Methods for Detection and Area Estimation of Photovoltaic Panels in Urban Hyperspectral Remote Sensing Data

Yannick Deville, Moussa Sofiane Karoui, Xavier Briottet, 2019, Remote. Sens..

Blind Unmixing of Hyperspectral Remote Sensing Data: A New Geometrical Method Based on a Two-Source Sparsity Constraint

Djaouad Benachir, Yannick Deville, Moussa Sofiane Karoui, 2020, Remote. Sens..

A new multiplicative nonnegative matrix factorization method for unmixing hyperspectral images combined with multispectral data

Yannick Deville, Shahram Hosseini, Moussa Sofiane Karoui, 2017, 2017 25th European Signal Processing Conference (EUSIPCO).

Hyperspectral and multispectral data fusion based on linear-quadratic nonnegative matrix factorization

Moussa Sofiane Karoui, Abdelaziz Ouamri, Y. Deville, 2017 .

A new spatial sparsity-based method for extracting endmember spectra from hyperspectral data with some pure pixels

M. S. Karoui, Y. Deville, S. Hosseini, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Partial NMF-based Hyperspectral Unmixing Methods for Linear Mixing Models Addressing Intra-Class Variability

Fatima Zohra Benhalouche, Y. K. Benkouider, M. S. Karoui, 2023, Digital Signal Processing.

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, M. S. Karoui, F. Benharrats, 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium.

Hyperspectral data multi-sharpening based on linear-quadratic nonnegative matrix factorization

Yannick Deville, Moussa Sofiane Karoui, Abdelaziz Ouamri, 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

Optical Remote Sensing Change Detection Through Deep Siamese Network

Moussa Sofiane Karoui, Khelifa Djerriri, Mohammed El Amin Arabi, 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.