Shallow sparse autoencoders versus sparse coding algorithms for image compression. - Thierry Dumas; Aline Roumy; Christine Guillemot (ICME Workshops, 2016)

Image compression with Stochastic Winner-Take-All Auto-Encoder. - Thierry Dumas; Aline Roumy; Christine Guillemot (ICASSP, 2017)

Autoencoder Based Image Compression: Can the Learning be Quantization Independent? - Thierry Dumas; Aline Roumy; Christine Guillemot (ICASSP, 2018)

Context-Adaptive Neural Network-Based Prediction for Image Compression. - Thierry Dumas; Aline Roumy; Christine Guillemot (IEEE Trans. Image Process., 2020)

Revisiting the Sample Adaptive Offset post-filter of VVC with Neural-Networks. - Philippe Bordes; Franck Galpin; Thierry Dumas; Pavel Nikitin (PCS, 2021)

Combined Neural Network-based Intra Prediction and Transform Selection. - Thierry Dumas; Franck Galpin; Philippe Bordes (PCS, 2021)

Neural Network based Inter bi-prediction Blending. - Franck Galpin; Philippe Bordes; Thierry Dumas; Pavel Nikitin; Fabrice Le Léannec (VCIP, 2021)

Iterative Training of Neural Networks for Intra Prediction. - Thierry Dumas; Franck Galpin; Philippe Bordes (IEEE Trans. Image Process., 2021)

RD-cost Regression Speed Up Technique for VVC Intra Block Partitioning. - M. E. A. Kherchouche; Franck Galpin; Thierry Dumas; Daniel Ménard; L. Zhang (ICASSP, 2024)

Complexity Reduction Study Based on RD Costs Approximation for VVC Intra Partitioning. - M. E. A. Kherchouche; Franck Galpin; Thierry Dumas; F. Schnitzler; Daniel Ménard; L. Zhang (DCC, 2025)

Advanced Neural Network-Based Video Coding Technologies for Intra Prediction and In-Loop Filtering. - Yue Li 015; Junru Li; Chaoyi Lin; Kai Zhang 007; Li Zhang 006; Franck Galpin; Thierry Dumas; Hongtao Wang; Muhammed Coban; Jacob Ström; Du Liu; Kenneth Andersson (ACM Trans. Multim. Comput. Commun. Appl., 2025)