Samia Ainouz

According to our database, Samia Ainouz authored at least 41 papers between 2006 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Advancements in Mixed Reality for Autonomous Vehicle Testing and Advanced Driver Assistance Systems: A Survey.

Imane Argui, Maxime Guériau, Samia Ainouz

IEEE Trans. Intell. Transp. Syst., December, 2024

Addressing Open-set Object Detection for Autonomous Driving perception: A focus on road objects.

Corentin Bunel, Maxime Guériau, Alaa Daoud, Samia Ainouz, Gilles Gasso

Proceedings of the IEEE Intelligent Vehicles Symposium, 2024

Sampled Data Radial Basis Function Neural Network Observer Design for Nonlinear Vehicle Dynamics.

Hasan Abdl Ghani, Hind Laghmara, Sofiane Ahmed Ali, Samia Ainouz, Redouane Khemmar

Proceedings of the American Control Conference, 2024

2023

Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data.

Atif Anwer, Samia Ainouz, Naufal M. Saad, Syed Saad Azhar Ali, Fabrice Mériaudeau

Neurocomputing, November, 2023

A Physically Admissible Stokes Vector Reconstruction in Linear Polarimetric Imaging.

Carole Le Guyader, Samia Ainouz, Stéphane Canu

J. Math. Imaging Vis., August, 2023

A mixed-reality framework based on depth camera for safety testing of autonomous navigation systems.

Imane Argui, Maxime Guériau, Samia Ainouz

Proceedings of the 25th IEEE International Conference on Intelligent Transportation Systems, 2023

Building a Vision-Based Mixed-Reality Framework for Autonomous Driving Navigation.

Imane Argui, Maxime Guériau, Samia Ainouz

Proceedings of the 9th International Conference on Control, 2023

Neural Network Observer for Lateral Vehicle Model with Varying Sampled and Delayed Output.

Hasan Abdl Ghani, Hind Laghmara, Sofiane Ahmed Ali, Samia Ainouz

Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022

The PolarLITIS Dataset: Road Scenes Under Fog.

Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau

IEEE Trans. Intell. Transp. Syst., 2022

SpecSeg Network for Specular Highlight Detection and Segmentation in Real-World Images.

Atif Anwer, Samia Ainouz, Mohamad Naufal bin Mohamad Saad, Syed Saad Azhar Ali, Fabrice Mériaudeau

Sensors, 2022

Segmentation-Based vs. Regression-Based Biomarker Estimation: A Case Study of Fetus Head Circumference Assessment from Ultrasound Images.

Jing Zhang, Caroline Petitjean, Samia Ainouz

J. Imaging, 2022

Physically-admissible polarimetric data augmentation for road-scene analysis.

Cyprien Ruffino, Rachel Blin, Samia Ainouz, Gilles Gasso, Romain Hérault, Fabrice Mériaudeau, Stéphane Canu

Comput. Vis. Image Underst., 2022

A formal approach to good practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification.

Fabian Dubourvieux, Romaric Audigier, Angélique Loesch, Samia Ainouz, Stéphane Canu

Comput. Vis. Image Underst., 2022

Road Scene Analysis: A Study of Polarimetric and Color-based Features under Various Adverse Weather Conditions.

Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau

Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Identifying and Deactivating Unusable Modalities to Improve Multimodal CNN Robustness for Road Scene Understanding.

Robin Condat, Alexandrina Rogozan, Samia Ainouz, Abdelaziz Bensrhair

Proceedings of the 25th IEEE International Conference on Intelligent Transportation Systems, 2022

2021

Improving Unsupervised Domain Adaptive Re-Identification Via Source-Guided Selection of Pseudo-Labeling Hyperparameters.

Fabian Dubourvieux, Angélique Loesch, Romaric Audigier, Samia Ainouz, Stéphane Canu

IEEE Access, 2021

Multimodal Polarimetric And Color Fusion For Road Scene Analysis In Adverse Weather Conditions.

Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau

Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

2020

Temporal Contrastive Pretraining for Video Action Recognition.

Guillaume Lorre, Jaonary Rabarisoa, Astrid Orcesi, Samia Ainouz, Stéphane Canu

Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2020

Direct estimation of fetal head circumference from ultrasound images based on regression CNN.

Jing Zhang, Caroline Petitjean, Pierre Lopez, Samia Ainouz

Proceedings of the International Conference on Medical Imaging with Deep Learning, 2020

Explainability for Regression CNN in Fetal Head Circumference Estimation from Ultrasound Images.

Jing Zhang, Caroline Petitjean, Florian Yger, Samia Ainouz

Proceedings of the Interpretable and Annotation-Efficient Learning for Medical Image Computing, 2020

Kappa Loss for Skin Lesion Segmentation in Fully Convolutional Network.

Jing Zhang, Caroline Petitjean, Samia Ainouz

Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling.

Fabian Dubourvieux, Romaric Audigier, Angelique Loesch, Samia Ainouz, Stéphane Canu

Proceedings of the 25th International Conference on Pattern Recognition, 2020

A new multimodal RGB and polarimetric image dataset for road scenes analysis.

Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019

Road scenes analysis in adverse weather conditions by polarization-encoded images and adapted deep learning.

Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau

Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019

2018

Polarization-Based Car Detection.

Wang Fan, Samia Ainouz, Fabrice Mériaudeau, Abdelaziz Bensrhair

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

2017

PHROG: A Multimodal Feature for Place Recognition.

Fabien Bonardi, Samia Ainouz, Rémi Boutteau, Yohan Dupuis, Xavier Savatier, Pascal Vasseur

Sensors, 2017

Multimodality semantic segmentation based on polarization and color images.

Fan Wang, Samia Ainouz, Chunfeng Lian, Abdelaziz Bensrhair

Neurocomputing, 2017

Specularity removal: A global energy minimization approach based on polarization imaging.

Fan Wang, Samia Ainouz, Caroline Petitjean, Abdelaziz Bensrhair

Comput. Vis. Image Underst., 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

Proceedings of the 11th International Conference on Distributed Smart Cameras, 2017

A novel global image description approach for long term vehicle localization.

Fabien Bonardi, Samia Ainouz, Rémi Boutteau, Yohan Dupuis, Xavier Savatier, Pascal Vasseur

Proceedings of the 25th European Signal Processing Conference, 2017

2016

Polarization-based specularity removal method with global energy minimization.

Fan Wang, Samia Ainouz, Caroline Petitjean, Abdelaziz Bensrhair

Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

2015

An Evaluation of the Pedestrian Classification in a Multi-Domain Multi-Modality Setup.

Alina Dana Miron, Alexandrina Rogozan, Samia Ainouz, Abdelaziz Bensrhair, Alberto Broggi

Sensors, 2015

2014

A robust cost function for stereo matching of road scenes.

Alina Dana Miron, Samia Ainouz, Alexandrina Rogozan, Abdelaziz Bensrhair

Pattern Recognit. Lett., 2014

Post-aggregation stereo matching method using Dempster-Shafer theory.

Fan Wang, Alina Dana Miron, Samia Ainouz, Abdelaziz Bensrhair

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2012

Intensity self similarity features for pedestrian detection in Far-Infrared images.

Alina Dana Miron, Bassem Besbes, Alexandrina Rogozan, Samia Ainouz, Abdelaziz Bensrhair

Proceedings of the 2012 IEEE Intelligent Vehicles Symposium, 2012

Towards a robust and fast color stereo matching for intelligent vehicle application.

Alina Dana Miron, Samia Ainouz, Alexandrina Rogozan, Abdelaziz Bensrhair

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

2009

Adapted processing of catadioptric images using polarization imaging.

Samia Ainouz-Zemouche, Olivier Morel, Saleh Mosaddegh, David Fofi

Proceedings of the International Conference on Image Processing, 2009

2008

Geometric-Based Segmentation of Polarization-Encoded Images.

Samia Ainouz, Olivier Morel, Fabrice Mériaudeau

Proceedings of the 4th IEEE International Conference on Signal Image Technology and Internet Based Systems, 2008

Mirror-adapted matching of catadioptric images.

Samia Ainouz, Olivier Morel, Nicolas Walter, David Fofi

Proceedings of the International Conference on Image Processing, 2008

Noise estimation of polarization-encoded images by Peano-Hilbert fractal path.

Samia Ainouz, Jihad Zallat, Fabrice Mériaudeau

Proceedings of the 2008 16th European Signal Processing Conference, 2008

2006

Clustering and colour preview of polarization-encoded images.

Samia Ainouz, Jihad Zallat, Antonello De Martino

Proceedings of the 14th European Signal Processing Conference, 2006