| 2026 | WACV | VISTA: A Vision and Intent-Aware Social Attention Framework for Multi-Agent Trajectory Prediction. | Stephane Da Silva Martins, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2025 | AVSS | Demystifying IoU score prediction in 3D LIDAR-based object detectors. | Simon Berthoumieux, Emanuel Aldea |
| 2025 | UAI | Stochastic Embeddings : A Probabilistic and Geometric Analysis of Out-of-Distribution Behavior. | Anthony Nguyen, Emanuel Aldea, Sylvie Le Hgarat-Mascle, Renaud Lustrat |
| 2024 | AAAI | Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression. | Xuanlong Yu, Gianni Franchi, Jindong Gu, Emanuel Aldea |
| 2024 | AVSS | Leveraging Spatial Context for Improved Long-Term Predictions with Swin Transformers. | Stephane Da Silva Martins, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2024 | ICLR | A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors. | Olivier Laurent, Emanuel Aldea, Gianni Franchi |
| 2024 | ICPR | ICPR 2024 Competition on Domain Adaptation and GEneralization for Character Classification (DAGECC). | Sofia Marino, Jennifer Vandoni, Emanuel Aldea, Ichraq Lemghari, Sylvie Le Hgarat-Mascle, Frdric Jurie |
| 2022 | BMVC | MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks. | Gianni Franchi, Xuanlong Yu, Andrei Bursuc, ngel Tena, Rmi Kazmierczak, Sverine Dubuisson, Emanuel Aldea, David Filliat |
| 2022 | ECCV | Latent Discriminant Deterministic Uncertainty. | Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Emanuel Aldea, Sverine Dubuisson, David Filliat |
| 2022 | ICIAP | Spectral Analysis of Masked Signals in the Context of Image Inpainting. | Sylvie Le Hgarat-Mascle, Emanuel Aldea |
| 2022 | ICIP | On Monocular Depth Estimation and Uncertainty Quantification Using Classification Approaches for Regression. | Xuanlong Yu, Gianni Franchi, Emanuel Aldea |
| 2021 | BMVC | SLURP: Side Learning Uncertainty for Regression Problems. | Xuanlong Yu, Gianni Franchi, Emanuel Aldea |
| 2021 | ISVC | Analysis of Multi-temporal Image Series for the Preventive Conservation of Varnished Wooden Surfaces. | Alireza Rezaei, Sylvie Le Hgarat-Mascle, Emanuel Aldea, Piercarlo Dondi, Marco Malagodi |
| 2020 | ECCV | TRADI: Tracking Deep Neural Network Weight Distributions. | Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Sverine Dubuisson, Isabelle Bloch |
| 2020 | FUSION | Camera Localization Based on Belief Clustering. | Huiqin Chen, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2020 | ICIP | Tracking Hundreds of People in Densely Crowded Scenes With Particle Filtering Supervising Deep Convolutional Neural Networks. | Gianni Franchi, Emanuel Aldea, Sverine Dubuisson, Isabelle Bloch |
| 2020 | ICPR | One step clustering based on a-contrario framework for detection of alterations in historical violins. | Alireza Rezaei, Sylvie Le Hgarat-Mascle, Emanuel Aldea, Piercarlo Dondi, Marco Malagodi |
| 2019 | AVSS | Constraining Relative Camera Pose Estimation with Pedestrian Detector-Based Correspondence Filters. | Emanuel Aldea, Thomas Pollok, Chengchao Qu |
| 2019 | AVSS | Determining Epipole Location Integrity by Multimodal Sampling. | Huiqin Chen, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2019 | AVSS | Crowd Behavior Characterization for Scene Tracking. | Gianni Franchi, Emanuel Aldea, Sverine Dubuisson, Isabelle Bloch |
| 2019 | ICIP | Evaluating Crowd Density Estimators Via Their Uncertainty Bounds. | Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2019 | MVA | Integrating Visual and Geometric Consistency for Pose Estimation. | Huiqin Chen, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2018 | AVSS | GPU-accelerated Height Map Estimation with Local Geometry Priors in Large Scenes. | Alireza Rezaei, Nicola Pellicano, Emanuel Aldea |
| 2018 | FUSION | 2CoBei: An Efficient Belief Function Extension for Two-Dimensional Continuous Spaces. | Nicola Pellicano, Sylvie Le Hgarat-Mascle, Emanuel Aldea |
| 2018 | FUSION | Belief Function Definition for Ensemble Methods - Application to Pedestrian Detection in Dense Crowds. | Jennifer Vandoni, Sylvie Le Hgarat-Mascle, Emanuel Aldea |
| 2017 | AVSS | An evidential framework for pedestrian detection in high-density crowds. | Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2017 | AVSS | Active learning for high-density crowd count regression. | Jennifer Vandoni, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2017 | FUSION | A novel approach for multi-object tracking using evidential representation for objects. | Wafa Rekik, Sylvie Le Hgarat-Mascle, Emanuel Aldea |
| 2016 | ICPR | HOOFR: An enhanced bio-inspired feature extractor. | Dai-Duong Nguyen, Abdelhafid Elouardi, Emanuel Aldea, Samir Bouaziz |
| 2016 | ICPR | Robust wide baseline pose estimation from video. | Nicola Pellicano, Emanuel Aldea, Sylvie Le Hgarat-Mascle |
| 2016 | ICPR | Crack detection based on a Marked Point Process model. | Jennifer Vandoni, Sylvie Le Hgarat-Mascle, Emanuel Aldea |
| 2014 | ACCV | Hybrid Focal Stereo Networks for Pattern Analysis in Homogeneous Scenes. | Emanuel Aldea, Khurom H. Kiyani |
| 2014 | ACCV | Spatio-Temporal Consistency for Head Detection in High-Density Scenes. | Emanuel Aldea, Davide Marastoni, Khurom H. Kiyani |
| 2014 | IROS | SuperFAST: Model-based adaptive corner detection for scalable robotic vision. | Gaspard Florentz, Emanuel Aldea |
| 2012 | ICPR | Robust depth regularization explicitly constrained by camera motion. | Nadege Zarrouati, Emanuel Aldea, Pierre Rouchon |
| 2007 | ISVC | Kernel Fusion for Image Classification Using Fuzzy Structural Information. | Emanuel Aldea, Geoffroy Fouquier, Jamal Atif, Isabelle Bloch |