Publications

Conference papers:

– S. Tabti, C-A. Deledalle, L. Denis, F. Tupin, Building invariance properties for dictionaries of SAR image patches, IGARSS 2014 / 35th CSRS   (slides)

– S. Tabti, C-A. Deledalle, L. Denis, F. Tupin, Modeling the distribution of patches with shift-invariance: application to SAR image restoration, ICIP 2014 (slides)

– S. Tabti, C-A. Deledalle, L. Denis, F. Tupin, Patch-based SAR image classification: the potential of modeling the statistical distribution of patches with Gaussian Mixtures, IGARSS 2015 (slides)

– S. Tabti, J. Rabin, A. Elmoataz, Variation totale discrète en schéma décentré symétrique, GRETSI (national conference), 2017, matlab code

–  S. Tabti, J. Rabin, A. Elmoataz, Symmetric upwind scheme for discrete weighted Total Variation, ICASSP 2018

–  S. Tabti, L. Verdoliva, G. Poggi, Sparse-coding adapted to SAR images with an application to despeckling, IGARSS 2018

– M. Elion, S. Tabti, J. Budynek, Prédiction séquence-à-séquence de séries temporelles multivariées et déséquilibrées avec des réseaux de neurones convolutifs, EGC 2021

– B. L’Ollivier, S. Tabti, J. Budynek, Manifold exploration of industrial processes with Variational AutoEncoders, CaP 2021 (no proceedings)

Journal papers:

–  C-A. Deledalle, L. Denis,  S. Tabti, F. Tupin, MuLoG, or How to apply Gaussian denoisers to multi-channel SAR speckle reduction?,  in IEEE Transactions for image processing, September 2017, supplementary material webpage with code

Technical reports:

– Sonia Tabti, Luisa Verdoliva, Giovanni Poggi, Improving a new sparse-coding algorithm dedicated to SAR images with a coeffcient of variation map, 2018.

– Fabio Coppini, Yiye Jiang, Sonia Tabti, Predictive models on 1D signals in a small-data
environment (output of the work done during the « Semaine d’Etudes Maths Entreprise » on October 2020)

PhD dissertation in french (2016):

Modélisation des images par patchs pour leur restauration et leur interprétation, Applications à l’imagerie SAR.

Selection of recent talks

Defect detection and classification in sewer pipelines videos. C. Barbot, S. Tabti, C. Casagranda, J. Budynek, DATAQUITAINE 2020

Prescription non supervisée des paramètres de fonctionnement d’un processus industriel avec un Auto-Encodeur Variationnel, B. L’Ollivier, S. Tabti, DATAQUITAINE 2021