| 2026 | ICPR | Learning Rate Informed Priors for Neural Network Calibration. | Mouhamadou Makhtar Fall, Samia Ainouz, Pierre-Jean Lapray, Jean-Philippe Tarel |
| 2025 | ICTAI | Knowledge Transfer via Dynamic Policy Fusion Between Autonomous Driving Agents. | Fatima-Ezzahra Maad, Maxime Guriau, Samia Ainouz |
| 2025 | WACV | A Conflict-Guided Evidential Multimodal Fusion for Semantic Segmentation. | Lucas Deregnaucourt, Hind Laghmara, Alexis Lechervy, Samia Ainouz |
| 2023 | CoDIT | Building a Vision-Based Mixed-Reality Framework for Autonomous Driving Navigation. | Imane Argui, Maxime Guriau, Samia Ainouz |
| 2021 | ICIP | Multimodal Polarimetric And Color Fusion For Road Scene Analysis In Adverse Weather Conditions. | Rachel Blin, Samia Ainouz, Stphane Canu, Fabrice Mriaudeau |
| 2020 | CVPR | A new multimodal RGB and polarimetric image dataset for road scenes analysis. | Rachel Blin, Samia Ainouz, Stphane Canu, Fabrice Mriaudeau |
| 2020 | ICPR | Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling. | Fabian Dubourvieux, Romaric Audigier, Angelique Loesch, Samia Ainouz, Stphane Canu |
| 2020 | MICCAI | Explainability for Regression CNN in Fetal Head Circumference Estimation from Ultrasound Images. | Jing Zhang, Caroline Petitjean, Florian Yger, Samia Ainouz |
| 2020 | WACV | Temporal Contrastive Pretraining for Video Action Recognition. | Guillaume Lorre, Jaonary Rabarisoa, Astrid Orcesi, Samia Ainouz, Stphane Canu |
| 2018 | ICIP | Polarization-Based Car Detection. | Wang Fan, Samia Ainouz, Fabrice Mriaudeau, Abdelaziz Bensrhair |
| 2016 | ICIP | Polarization-based specularity removal method with global energy minimization. | Fan Wang, Samia Ainouz, Caroline Petitjean, Abdelaziz Bensrhair |
| 2014 | ICIP | Post-aggregation stereo matching method using Dempster-Shafer theory. | Fan Wang, Alina Dana Miron, Samia Ainouz, Abdelaziz Bensrhair |
| 2012 | ICIP | Towards a robust and fast color stereo matching for intelligent vehicle application. | Alina Dana Miron, Samia Ainouz, Alexandrina Rogozan, Abdelaziz Bensrhair |
| 2008 | ICIP | Mirror-adapted matching of catadioptric images. | Samia Ainouz, Olivier Morel, Nicolas Walter, David Fofi |