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Clémence Prévost
Clémence Prévost
Associate Professor, University of Lille
Adresse e-mail validée de univ-lille.fr - Page d'accueil
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Hyperspectral super-resolution with coupled tucker approximation: Recoverability and SVD-based algorithms
C Prévost, K Usevich, P Comon, D Brie
IEEE Transactions on Signal Processing 68, 931-946, 2020
712020
Coupled tensor decomposition for hyperspectral and multispectral image fusion with inter-image variability
RA Borsoi, C Prévost, K Usevich, D Brie, JCM Bermudez, C Richard
IEEE Journal of Selected Topics in Signal Processing 15 (3), 702-717, 2021
472021
Coupled tensor low-rank multilinear approximation for hyperspectral super-resolution
C Prévost, K Usevich, P Comon, D Brie
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
202019
Hyperspectral super-resolution accounting for spectral variability: Coupled tensor LL1-based recovery and blind unmixing of the unknown super-resolution image
C Prévost, RA Borsoi, K Usevich, D Brie, JCM Bermudez, C Richard
SIAM Journal on Imaging Sciences 15 (1), 110-138, 2022
162022
On Cramér-Rao lower bounds with random equality constraints
C Prévost, E Chaumette, K Usevich, D Brie, P Comon
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
92020
Performance bounds for coupled CP model in the framework of hyperspectral super-resolution
C Prevost, K Usevich, P Comon, M Haardt, D Brie
2019 IEEE 8th International Workshop on Computational Advances in Multi …, 2019
62019
Super-resolution reconstruction of brain 3D magnetic resonance images using a coupled tensor multilinear approximation
C Prévost, F Odille
42022
Fast fusion of hyperspectral and multispectral images: A tucker approximation approach
C Prévost, P Chainais, R Boyer
2022 IEEE International Conference on Image Processing (ICIP), 2076-2080, 2022
32022
Coupled tensor decomposition for hyperspectral and multispectral image fusion with variability
R Borsoi, C Prévost, K Usevich, D Brie, J Bermudez, C Richard
arXiv: 2006.16968 v1, 2020
32020
Nonnegative Block-Term Decomposition with the β-Divergence: Joint Data Fusion and Blind Spectral Unmixing
C Prévost, V Leplat
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023
22023
Constrained Cramér–Rao bounds for reconstruction problems formulated as coupled canonical polyadic decompositions
C Prévost, K Usevich, M Haardt, P Comon, D Brie
Signal Processing 198, 108573, 2022
22022
Multi-frame super-resolution mri using coupled low-rank tucker approximation
C Prévost, F Odille
2022 30th European Signal Processing Conference (EUSIPCO), 1263-1267, 2022
22022
Constrained Cramér-Rao lower bounds for CP-based hyperspectral super-resolution
C Prévost, K Usevich, M Haardt, P Comon, D Brie
22020
Coupled tensor models accounting for inter-image variability
RA Borsoi, C Prévost, K Usevich, D Brie, JCM Bermudez, C Richard
2021 55th Asilomar Conference on Signals, Systems, and Computers, 1586-1590, 2021
12021
Hyperspectral super-resolution accounting for spectral variability: LL1-based recovery and blind unmixing
C Prévost, RA Borsoi, K Usevich, D Brie, JCM Bermudez, C Richard
12021
HIGH-DIMENSIONAL, LOW-RANK TENSOR APPROXIMATION: CRAMÉR-RAO LOWER BOUNDS AND APPLICATION TO MIMO CHANNELS
C Prévost, P Chainais
2023
DATA FUSION AND UNMIXING WITH THE REGULARIZED NON-NEGATIVE BLOCK-TERM DECOMPOSITION: JOINT PROBLEMS, BLIND APPROACH AND AUTOMATIC MODEL ORDER SELECTION
C Prévost, V Leplat
2023
Non-local tensor sparse coding for multi-image super-resolution in magnetic resonance imaging
C Prévost, F Odille
2023
Super-résolution hyperspectrale et démélange conjoints: approche tensorielle sous contraintes de positivité et semi-aveugle basée sur la β-divergence
C Prévost, V Leplat
GRETSI 2023 XXIXème Colloque Francophone de Traitement du Signal et des Images, 2023
2023
Tensor-based image fusion accounting for inter-image variability: Recoverability and algorithms
R BORSOI, C Prévost, K Usevich, D Brie, J BERMUDEZ, C Richard
XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI …, 2022
2022
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