Publications
Selected publications from the Multimedia team. The list is generated from a single BibTeX file — drop new entries into data/publications.bib and rebuild.
The full bibliography can be downloaded as a single BibTeX file: publications.bib.
2026
- Capsule networks do not need to model everythingPattern Recognition , 2026
- Compression in 3D Gaussian Splatting: A Survey of Methods, Trends, and Future DirectionsIEEE Transactions on Circuits and Systems for Video Technology , 2026
- INSTANT: COMPRESSING GRADIENTS AND ACTIVATIONS FOR RESOURCE-EFFICIENT TRAININGThe Fourteenth International Conference on Learning Representations , 2026
- RAVE: Rate-Adaptive Visual Encoding for 3D Gaussian SplattingProc. 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing , 2026
2025
- A Fused Gromov-Wasserstein Approach to Subgraph Contrastive LearningTransactions on Machine Learning Research Journal , 2025
- A Transductive and Inductive GNNs for Physical Moving Objects Detection in Surface Scenes for Digital TwinsDigital Twins and Simulation Technology , 2025
- Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question AnsweringICCV 2025 - International Conference on Computer Vision , 2025
- Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device LearningForty-second International Conference on Machine Learning , 2025
- CATALOG: A Camera Trap Language-guided Contrastive Learning Model2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2025
- Denoising Diffusion Probabilistic Model for Point Cloud Compression at Low Bit-RatesProceedings of ICME 2025 , 2025
- ELMGS: Enhancing Memory and Computation Scalability Through coMpression for 3D Gaussian Splatting2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2025
- Efficient Progressive Image Compression with Variance-Aware Masking2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2025
- Efficient adaptation of deep neural networks for semantic segmentation in space applicationsScientific Reports , 2025
- Graph Neural Networks for Moving Objects Detection in VideosPattern Recognition and Computer Vision in the New AI Era , 2025
- Graph-based Moving Object Segmentation for underwater videos using semi-supervised learningComputer Vision and Image Understanding , 2025
- HYGENE: A Diffusion-Based Hypergraph Generation MethodProceedings of the AAAI Conference on Artificial Intelligence , 2025
- LayerFold: A Python library to reduce the depth of neural networksSoftwareX , 2025
- Neural Velocity for hyperparameter tuning2025 International Joint Conference on Neural Networks (IJCNN) , 2025
- Piecewise Constant Spectral Graph Neural NetworkTransactions on Machine Learning Research Journal , 2025
- STanH : Parametric Quantization for Variable Rate Learned Image CompressionIEEE Transactions on Image Processing , 2025
- Semi-supervised graph learning for underwater source localization using ship-of-opportunity spectrogramsJournal of the Acoustical Society of America , 2025
- Subgraph Gaussian Embedding Contrast for Self-supervised Graph Representation LearningLecture Notes in Computer Science , 2025
- TEP-ones: A simple yet effective approach for transferability estimation of pruned backbonesNeurocomputing , 2025
- Till the Layers Collapse: Compressing a Deep Neural Network Through the Lenses of Batch Normalization Layers.Proceedings of the AAAI Conference on Artificial Intelligence : AAAI Technical Track on Machine Learning IV , 2025
- WiGNet: Windowed Vision Graph Neural Network2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2025
2024
- ALICE: Adapt your Learnable Image Compression modEl for variable bitrates2024 IEEE International Conference on Visual Communications and Image Processing (VCIP) , 2024
- Activation Map Compression through Tensor Decomposition for Deep LearningNeurIPS 2024 : The 38th Annual Conference on Neural Information Processing Systems , 2024
- Boost Your NeRF: A Model-Agnostic Mixture of Experts Framework for High Quality and Efficient RenderingThe 18th European Conference on Computer Vision ECCV 2024 , 2024
- Continuous Product Graph Neural NetworksNeurIPS 2024 - 38th Conference on Neural Information Processing Systems , 2024
- Debiasing Surgeon: Fantastic Weights and How to Find ThemThe 18th European Conference on Computer Vision ECCV 2024 , 2024
- Domain Adaptation for Learned Image Compression with Supervised Adapters2024 Data Compression Conference (DCC) , 2024
- Estimation of a causal directed acyclic graph process using non-gaussianityDigital Signal Processing , 2024
- Find the lady: permutation and re-synchronization of deep neural networksThe 38th Annual AAAI Conference on Artificial Intelligence(AAAI) , 2024
- From Model Complexity Reduction to Feature Selection in Deep Learning: a Regularization StoryInstitut Polytechnique de Paris , 2024
- Gabic: Graph-Based Attention Block for Image Compression2024 IEEE International Conference on Image Processing (ICIP) , 2024
- Gegenbauer Graph Neural Networks for Time-Varying Signal ReconstructionIEEE Transactions on Neural Networks and Learning Systems , 2024
- Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural NetworksIEEE Transactions on Signal and Information Processing over Networks , 2024
- Memory-Optimized Once-For-All NetworkComputer Vision – ECCV 2024 WorkshopsMilan, Italy, September 29–October 4, 2024, Proceedings, Part XI , 2024
- Mini but Mighty: Finetuning ViTs with Mini Adapters2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2024
- OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based CamerasLecture Notes in Computer Science , 2024
- Privacy-Preserving Adaptive Re-Identification without Image Transfer18th European Conference on Computer Vision ECCV 2024 , 2024
- Source-Guided Similarity Preservation for Online Person Re-Identification2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2024
- The Simpler The Better: An Entropy-Based Importance Metric to Reduce Neural Networks' DepthJoint European Conference on Machine Learning and Knowledge Discovery in Databases , 2024
- Towards Efficient Exploitation of Large Knowledge Bases by Context GraphsSEMANTICS 2024 , 2024
- Towards On-Device Learning on the Edge: Ways to Select Neurons to Update Under a Budget Constraint2024 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) , 2024
- Trimming the Fat: Efficient Compression of 3D Gaussian Splats through PruningBritish Machine Vision Conference 2024 , 2024
- Unsupervised Learning of Unbiased Visual RepresentationsIEEE Transactions on Artificial Intelligence , 2024
- Variational Graph Contrastive LearningNeurIPS 2024 Workshop: Self-Supervised Learning-Theory and Practice , 2024
- WaterMAS: sharpness-aware maximization for neural network watermarkingThe 27th International Conference on Pattern Recognition (ICPR) , 2024
- Weighted Ensemble Models Are Strong Continual Learners18th European Conference on Computer Vision ECCV 2024 , 2024
2023
- A Differentiable Entropy Model for Learned Image CompressionInternational Conference on Image Analysis and Processing – ICIAP 2023 , 2023
- A hitchhiker's guide to white-box neural network watermarking robustnessEUVIP 2023 : The 11th European Workshop on Visual Information Processing , 2023
- AIoT-based Neural Decoding and Neurofeedback for Accelerated Cognitive Training: Vision, Directions and Preliminary Results2023 IEEE Statistical Signal Processing Workshop (SSP) , 2023
- All Predictions Matter: an Online Video Prediction Approach11th European Workshop on Visual Information Processing , 2023
- Can Unstructured Pruning Reduce the Depth in Deep Neural Networks?Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops , 2023
- Compressing Explicit Voxel Grid Representations: fast NeRFs become also small2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2023
- Disentangling private classes through regularizationNeurocomputing , 2023
- Dodging the Double Descent in Deep Neural Networks2023 IEEE International Conference on Image Processing (ICIP) , 2023
- Few Labels are Enough! Semi-Supervised Graph Learning for Social InteractionProceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops , 2023
- Higher-order Sparse Convolutions in Graph Neural NetworksICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing , 2023
- Inductive Graph Neural Networks for Moving Object Segmentation2023 IEEE International Conference on Image Processing (ICIP) , 2023
- Learn How to Prune Pixels for Multi-View Neural Image-Based Synthesis2023 IEEE International Conference on Multimedia and Expo Workshops (ICMEW), Brisbane, Australia, 2023, pp. 158-163 , 2023
- Mining bias-target Alignment from Voronoi CellsProceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , 2023
- Neural network-derived perfusion maps: A model-free approach to computed tomography perfusion in patients with acute ischemic strokeFrontiers in Neuroinformatics , 2023
- On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural NetworksCIKM 2023 - The 32nd ACM International Conference on Information and Knowledge Management , 2023
- Optimized preprocessing and Tiny ML for Attention State Classification2023 IEEE Statistical Signal Processing Workshop (SSP) , 2023
- Packed-Ensembles for Efficient Uncertainty Estimation11th International Conference on Learning Representations , 2023
- SCoTTi: Save Computation at Training Time with an adaptive framework2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) , 2023
- Shannon Strikes Again! Entropy-Based Pruning in Deep Neural Networks for Transfer Learning Under Extreme Memory and Computation BudgetsProceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops , 2023
- Sparse Double Descent in Vision Transformers: Real or Phantom Threat?Image Analysis and Processing – ICIAP 2023 , 2023
- Time-varying Signals Recovery via Graph Neural NetworksICASSP 2023 - IEEE International Conference on Acoustics, Speech and Signal Processing , 2023
- Two is Better than One: Achieving High-Quality 3D Scene Modeling with a NeRF EnsembleImage Analysis and Processing – ICIAP 2023 , 2023
- Unbiased Supervised Contrastive LearningICLR , 2023
- Uncertainty clustering internal validity assessment using Fr\'echet distance for unsupervised learningEngineering Applications of Artificial Intelligence , 2023
- Unified Measures for the Rate-Distortion-Latency Trade-OffProceedings of the 2023 IEEE International Conference on Visual Communications and Image Processing , 2023
2022
- A Two-Step Radiologist-Like Approach for Covid-19 Computer-Aided Diagnosis from Chest X-Ray ImagesImage Analysis and Processing – ICIAP 2022 : 21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part I , 2022
- End-to-End Delivery of VVC Multicast Services over 5G Mobile NetworkInternational Conference on Image Processing , 2022
- Hypergraph Convolutional Networks for Weakly-Supervised Semantic Segmentation2022 IEEE International Conference on Image Processing (ICIP) , 2022
- Information Removal at the bottleneck in Deep Neural Networks33rd British Machine Vision Conference 2022, \BMVC\ 2022, London, UK, November 21-24, 2022 , 2022
- LOss-Based SensiTivity rEgulaRization: Towards deep sparse neural networksNeural Networks , 2022
- THE RISE OF THE LOTTERY HEROES: WHY ZERO-SHOT PRUNING IS HARDIEEE International Conference on Image Processing (ICIP 22) , 2022
- To update or not to update? Neurons at equilibrium in deep models36th Conference on Neural Information Processing Systems (NeurIPS 2022) , 2022
2021
- A Complete End to End Open Source Toolchain for the Versatile Video Coding (VVC) StandardMM '21: ACM Multimedia Conference , 2021
- A Hitchhiker's Guide towards Transactive Memory System Modeling in Small Group InteractionsCompanion Publication of the 2021 International Conference on Multimodal Interaction , 2021
- Annotations s\'emantiques de textes li\'es \`a l'h\'eritage culturel fran\c caisEGC-DAHLIA , 2021
- Bridging the gap between debiasing and privacy for deep learning2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) , 2021
- Data\&Mus\'ee : de nouveaux usages s\'emantiques du big data culturel en FranceHistoire de l'art , 2021
- HEMP: High-order entropy minimization for neural network compressionNeurocomputing , 2021
- Versatile Video Coding for 3.0 Next Generation Digital TV in BrazilSET INTERNATIONAL JOURNAL OF BROADCAST ENGINEERING , 2021