Clustering and colour preview of polarization-encoded images. - Samia Ainouz 001; Jihad Zallat; Antonello De Martino (EUSIPCO, 2006)

Noise estimation of polarization-encoded images by Peano-Hilbert fractal path. - Samia Ainouz 001; Jihad Zallat; Fabrice Mériaudeau (EUSIPCO, 2008)

Mirror-adapted matching of catadioptric images. - Samia Ainouz 001; Olivier Morel; Nicolas Walter; David Fofi (ICIP, 2008)

Geometric-Based Segmentation of Polarization-Encoded Images. - Samia Ainouz 001; Olivier Morel; Fabrice Mériaudeau (SITIS, 2008)

Adapted processing of catadioptric images using polarization imaging. - Samia Ainouz-Zemouche; Olivier Morel; Saleh Mosaddegh; David Fofi (ICIP, 2009)

Towards a robust and fast color stereo matching for intelligent vehicle application. - Alina Dana Miron; Samia Ainouz 001; Alexandrina Rogozan; Abdelaziz Bensrhair (ICIP, 2012)

Intensity self similarity features for pedestrian detection in Far-Infrared images. - Alina Dana Miron; Bassem Besbes; Alexandrina Rogozan; Samia Ainouz 001; Abdelaziz Bensrhair (Intelligent Vehicles Symposium, 2012)

Post-aggregation stereo matching method using Dempster-Shafer theory. - Fan Wang 002; Alina Dana Miron; Samia Ainouz 001; Abdelaziz Bensrhair (ICIP, 2014)

A robust cost function for stereo matching of road scenes. - Alina Dana Miron; Samia Ainouz 001; Alexandrina Rogozan; Abdelaziz Bensrhair (Pattern Recognit. Lett., 2014)

An Evaluation of the Pedestrian Classification in a Multi-Domain Multi-Modality Setup. - Alina Dana Miron; Alexandrina Rogozan; Samia Ainouz 001; Abdelaziz Bensrhair; Alberto Broggi (Sensors, 2015)

Polarization-based specularity removal method with global energy minimization. - Fan Wang 002; Samia Ainouz 001; Caroline Petitjean; Abdelaziz Bensrhair (ICIP, 2016)

A novel global image description approach for long term vehicle localization. - Fabien Bonardi; Samia Ainouz 001; Rémi Boutteau; Yohan Dupuis; Xavier Savatier; Pascal Vasseur (EUSIPCO, 2017)

SoC Design Of A Novel Cluster-Based Approach for Real-Time Lane Detection in Low Quality Images. - Christophe Bobda; Md Jubaer Hossain Pantho; Cindy Roullet; Abdelaziz Bensrhair; Samia Ainouz 001 (ICDSC, 2017)

Specularity removal: A global energy minimization approach based on polarization imaging. - Fan Wang 002; Samia Ainouz 001; Caroline Petitjean; Abdelaziz Bensrhair (Comput. Vis. Image Underst., 2017)

Multimodality semantic segmentation based on polarization and color images. - Fan Wang 002; Samia Ainouz 001; Chunfeng Lian; Abdelaziz Bensrhair (Neurocomputing, 2017)

PHROG: A Multimodal Feature for Place Recognition. - Fabien Bonardi; Samia Ainouz 001; Rémi Boutteau; Yohan Dupuis; Xavier Savatier; Pascal Vasseur (Sensors, 2017)

Polarization-Based Car Detection. - Wang Fan; Samia Ainouz 001; Fabrice Mériaudeau; Abdelaziz Bensrhair (ICIP, 2018)

Road scenes analysis in adverse weather conditions by polarization-encoded images and adapted deep learning. - Rachel Blin; Samia Ainouz 001; Stéphane Canu; Fabrice Mériaudeau (ITSC, 2019)

A new multimodal RGB and polarimetric image dataset for road scenes analysis. - Rachel Blin; Samia Ainouz 001; Stéphane Canu; Fabrice Mériaudeau (CVPR Workshops, 2020)

Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling. - Fabian Dubourvieux; Romaric Audigier; Angelique Loesch; Samia Ainouz 001; Stéphane Canu (ICPR, 2020)

Kappa Loss for Skin Lesion Segmentation in Fully Convolutional Network. - Jing Zhang 086; Caroline Petitjean; Samia Ainouz 001 (ISBI, 2020)

Explainability for Regression CNN in Fetal Head Circumference Estimation from Ultrasound Images. - Jing Zhang 086; Caroline Petitjean; Florian Yger; Samia Ainouz 001 (iMIMIC/MIL3ID/LABELS@MICCAI, 2020)

Direct estimation of fetal head circumference from ultrasound images based on regression CNN. - Jing Zhang 086; Caroline Petitjean; Pierre Lopez; Samia Ainouz 001 (MIDL, 2020)

Temporal Contrastive Pretraining for Video Action Recognition. - Guillaume Lorre; Jaonary Rabarisoa; Astrid Orcesi; Samia Ainouz 001; Stéphane Canu (WACV, 2020)

Multimodal Polarimetric And Color Fusion For Road Scene Analysis In Adverse Weather Conditions. - Rachel Blin; Samia Ainouz 001; Stéphane Canu; Fabrice Mériaudeau (ICIP, 2021)

Improving Unsupervised Domain Adaptive Re-Identification Via Source-Guided Selection of Pseudo-Labeling Hyperparameters. - Fabian Dubourvieux; Angélique Loesch; Romaric Audigier; Samia Ainouz 001; Stéphane Canu (IEEE Access, 2021)

Identifying and Deactivating Unusable Modalities to Improve Multimodal CNN Robustness for Road Scene Understanding. - Robin Condat; Alexandrina Rogozan; Samia Ainouz 001; Abdelaziz Bensrhair (ITSC, 2022)

Road Scene Analysis: A Study of Polarimetric and Color-based Features under Various Adverse Weather Conditions. - Rachel Blin; Samia Ainouz 001; Stéphane Canu; Fabrice Mériaudeau (VISIGRAPP (4: VISAPP), 2022)

A formal approach to good practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification. - Fabian Dubourvieux; Romaric Audigier; Angélique Loesch; Samia Ainouz 001; Stéphane Canu (Comput. Vis. Image Underst., 2022)

Physically-admissible polarimetric data augmentation for road-scene analysis. - Cyprien Ruffino; Rachel Blin; Samia Ainouz 001; Gilles Gasso; Romain Hérault; Fabrice Mériaudeau; Stéphane Canu (Comput. Vis. Image Underst., 2022)

Segmentation-Based vs. Regression-Based Biomarker Estimation: A Case Study of Fetus Head Circumference Assessment from Ultrasound Images. - Jing Zhang 086; Caroline Petitjean; Samia Ainouz 001 (J. Imaging, 2022)

SpecSeg Network for Specular Highlight Detection and Segmentation in Real-World Images. - Atif Anwer; Samia Ainouz 001; Mohamad Naufal bin Mohamad Saad; Syed Saad Azhar Ali; Fabrice Mériaudeau (Sensors, 2022)

The PolarLITIS Dataset: Road Scenes Under Fog. - Rachel Blin; Samia Ainouz 001; Stéphane Canu; Fabrice Mériaudeau (IEEE Trans. Intell. Transp. Syst., 2022)

Neural Network Observer for Lateral Vehicle Model with Varying Sampled and Delayed Output. - Hasan Abdl Ghani; Hind Laghmara; Sofiane Ahmed Ali; Samia Ainouz 001 (CDC, 2023)

Building a Vision-Based Mixed-Reality Framework for Autonomous Driving Navigation. - Imane Argui; Maxime Guériau; Samia Ainouz 001 (CoDIT, 2023)

A mixed-reality framework based on depth camera for safety testing of autonomous navigation systems. - Imane Argui; Maxime Guériau; Samia Ainouz 001 (ITSC, 2023)

A Physically Admissible Stokes Vector Reconstruction in Linear Polarimetric Imaging. - Carole Le Guyader; Samia Ainouz 001; Stéphane Canu (J. Math. Imaging Vis., 2023)

Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data. - Atif Anwer; Samia Ainouz 001; Naufal M. Saad; Syed Saad Azhar Ali; Fabrice Mériaudeau (Neurocomputing, 2023)

Sampled Data Radial Basis Function Neural Network Observer Design for Nonlinear Vehicle Dynamics. - Hasan Abdl Ghani; Hind Laghmara; Sofiane Ahmed Ali; Samia Ainouz 001; Redouane Khemmar (ACC, 2024)

Addressing Open-set Object Detection for Autonomous Driving perception: A focus on road objects. - Corentin Bunel; Maxime Guériau; Alaa Daoud; Samia Ainouz 001; Gilles Gasso (IV, 2024)

Advancements in Mixed Reality for Autonomous Vehicle Testing and Advanced Driver Assistance Systems: A Survey. - Imane Argui; Maxime Guériau; Samia Ainouz 001 (IEEE Trans. Intell. Transp. Syst., 2024)

A Conflict-Guided Evidential Multimodal Fusion for Semantic Segmentation. - Lucas Deregnaucourt; Hind Laghmara; Alexis Lechervy; Samia Ainouz 001 (WACV, 2025)

Exploring augmentation strategies in mixed reality for autonomous driving with depth cameras. - Imane Argui; Maxime Guériau; Samia Ainouz 001 (Trans. Inst. Meas. Control, 2025)