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ORCIDSamia Ainouz 0001
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- affiliation: INSA Rouen Normandy, France
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Journal Articles
- 2023
[j13]Atif Anwer
, Samia Ainouz, Naufal M. Saad, Syed Saad Azhar Ali, Fabrice Mériaudeau:
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data. Neurocomputing 559: 126769 (2023)- [j12]Carole Le Guyader, Samia Ainouz, Stéphane Canu:
A Physically Admissible Stokes Vector Reconstruction in Linear Polarimetric Imaging. J. Math. Imaging Vis. 65(4): 592-617 (2023) - 2022
- [j11]Cyprien Ruffino, Rachel Blin, Samia Ainouz, Gilles Gasso, Romain Hérault, Fabrice Mériaudeau, Stéphane Canu:
Physically-admissible polarimetric data augmentation for road-scene analysis. Comput. Vis. Image Underst. 222: 103495 (2022) - [j10]Fabian Dubourvieux, Romaric Audigier, Angélique Loesch, Samia Ainouz, Stéphane Canu:
A formal approach to good practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification. Comput. Vis. Image Underst. 223: 103527 (2022) - [j9]Jing Zhang, Caroline Petitjean, Samia Ainouz:
Segmentation-Based vs. Regression-Based Biomarker Estimation: A Case Study of Fetus Head Circumference Assessment from Ultrasound Images. J. Imaging 8(2): 23 (2022) - [j8]Atif Anwer, Samia Ainouz, Mohamad Naufal bin Mohamad Saad, Syed Saad Azhar Ali, Fabrice Mériaudeau:
SpecSeg Network for Specular Highlight Detection and Segmentation in Real-World Images. Sensors 22(17): 6552 (2022) - [j7]Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau:
The PolarLITIS Dataset: Road Scenes Under Fog. IEEE Trans. Intell. Transp. Syst. 23(8): 10753-10762 (2022) - 2021
- [j6]Fabian Dubourvieux, Angélique Loesch, Romaric Audigier, Samia Ainouz, Stéphane Canu:
Improving Unsupervised Domain Adaptive Re-Identification Via Source-Guided Selection of Pseudo-Labeling Hyperparameters. IEEE Access 9: 149780-149795 (2021) - 2017
- [j5]Fan Wang, Samia Ainouz, Caroline Petitjean, Abdelaziz Bensrhair:
Specularity removal: A global energy minimization approach based on polarization imaging. Comput. Vis. Image Underst. 158: 31-39 (2017) - [j4]Fan Wang, Samia Ainouz, Chunfeng Lian, Abdelaziz Bensrhair:
Multimodality semantic segmentation based on polarization and color images. Neurocomputing 253: 193-200 (2017) - [j3]Fabien Bonardi, Samia Ainouz, Rémi Boutteau, Yohan Dupuis, Xavier Savatier, Pascal Vasseur:
PHROG: A Multimodal Feature for Place Recognition. Sensors 17(5): 1167 (2017) - 2015
- [j2]Alina Dana Miron, Alexandrina Rogozan, Samia Ainouz, Abdelaziz Bensrhair, Alberto Broggi:
An Evaluation of the Pedestrian Classification in a Multi-Domain Multi-Modality Setup. Sensors 15(6): 13851-13873 (2015) - 2014
- [j1]Alina Dana Miron, Samia Ainouz, Alexandrina Rogozan, Abdelaziz Bensrhair:
A robust cost function for stereo matching of road scenes. Pattern Recognit. Lett. 38: 70-77 (2014)
Conference and Workshop Papers
- 2024
- [c27]Hasan Abdl Ghani, Hind Laghmara, Sofiane Ahmed Ali, Samia Ainouz, Redouane Khemmar:
Sampled Data Radial Basis Function Neural Network Observer Design for Nonlinear Vehicle Dynamics. ACC 2024: 4747-4752 - [c26]Corentin Bunel, Maxime Guériau, Alaa Daoud, Samia Ainouz, Gilles Gasso:
Addressing Open-set Object Detection for Autonomous Driving perception: A focus on road objects. IV 2024: 1564-1571 - 2023
- [c25]Hasan Abdl Ghani, Hind Laghmara, Sofiane Ahmed Ali, Samia Ainouz:
Neural Network Observer for Lateral Vehicle Model with Varying Sampled and Delayed Output. CDC 2023: 5358-5363 - [c24]Imane Argui, Maxime Guériau, Samia Ainouz:
Building a Vision-Based Mixed-Reality Framework for Autonomous Driving Navigation. CoDIT 2023: 1960-1965 - [c23]Imane Argui, Maxime Guériau, Samia Ainouz:
A mixed-reality framework based on depth camera for safety testing of autonomous navigation systems. ITSC 2023: 2050-2055 - 2022
- [c22]Robin Condat, Alexandrina Rogozan, Samia Ainouz, Abdelaziz Bensrhair:
Identifying and Deactivating Unusable Modalities to Improve Multimodal CNN Robustness for Road Scene Understanding. ITSC 2022: 613-618 - [c21]Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau:
Road Scene Analysis: A Study of Polarimetric and Color-based Features under Various Adverse Weather Conditions. VISIGRAPP (4: VISAPP) 2022: 236-244 - 2021
- [c20]Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau:
Multimodal Polarimetric And Color Fusion For Road Scene Analysis In Adverse Weather Conditions. ICIP 2021: 3338-3342 - 2020
- [c19]Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau:
A new multimodal RGB and polarimetric image dataset for road scenes analysis. CVPR Workshops 2020: 867-876 - [c18]Fabian Dubourvieux, Romaric Audigier, Angelique Loesch, Samia Ainouz, Stéphane Canu:
Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling. ICPR 2020: 4957-4964 - [c17]Jing Zhang, Caroline Petitjean, Samia Ainouz:
Kappa Loss for Skin Lesion Segmentation in Fully Convolutional Network. ISBI 2020: 2001-2004 - [c16]Jing Zhang, Caroline Petitjean, Florian Yger, Samia Ainouz:
Explainability for Regression CNN in Fetal Head Circumference Estimation from Ultrasound Images. iMIMIC/MIL3ID/LABELS@MICCAI 2020: 73-82 - [c15]Jing Zhang, Caroline Petitjean, Pierre Lopez, Samia Ainouz:
Direct estimation of fetal head circumference from ultrasound images based on regression CNN. MIDL 2020: 914-922 - [c14]Guillaume Lorre, Jaonary Rabarisoa, Astrid Orcesi, Samia Ainouz, Stéphane Canu:
Temporal Contrastive Pretraining for Video Action Recognition. WACV 2020: 651-659 - 2019
- [c13]Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau:
Road scenes analysis in adverse weather conditions by polarization-encoded images and adapted deep learning. ITSC 2019: 27-32 - 2018
- [c12]Wang Fan, Samia Ainouz, Fabrice Mériaudeau, Abdelaziz Bensrhair:
Polarization-Based Car Detection. ICIP 2018: 3069-3073 - 2017
- [c11]Fabien Bonardi, Samia Ainouz, Rémi Boutteau, Yohan Dupuis, Xavier Savatier, Pascal Vasseur:
A novel global image description approach for long term vehicle localization. EUSIPCO 2017: 808-812 - [c10]Christophe Bobda, Md Jubaer Hossain Pantho, Cindy Roullet, Abdelaziz Bensrhair, Samia Ainouz:
SoC Design Of A Novel Cluster-Based Approach for Real-Time Lane Detection in Low Quality Images. ICDSC 2017: 186-192 - 2016
- [c9]Fan Wang, Samia Ainouz, Caroline Petitjean, Abdelaziz Bensrhair:
Polarization-based specularity removal method with global energy minimization. ICIP 2016: 1983-1987 - 2014
- [c8]Fan Wang, Alina Dana Miron, Samia Ainouz, Abdelaziz Bensrhair:
Post-aggregation stereo matching method using Dempster-Shafer theory. ICIP 2014: 3783-3787 - 2012
- [c7]Alina Dana Miron, Samia Ainouz, Alexandrina Rogozan, Abdelaziz Bensrhair:
Towards a robust and fast color stereo matching for intelligent vehicle application. ICIP 2012: 465-468 - [c6]Alina Dana Miron, Bassem Besbes, Alexandrina Rogozan, Samia Ainouz, Abdelaziz Bensrhair:
Intensity self similarity features for pedestrian detection in Far-Infrared images. Intelligent Vehicles Symposium 2012: 1120-1125 - 2009
- [c5]Samia Ainouz-Zemouche, Olivier Morel, Saleh Mosaddegh, David Fofi:
Adapted processing of catadioptric images using polarization imaging. ICIP 2009: 217-220 - 2008
- [c4]Samia Ainouz, Jihad Zallat, Fabrice Mériaudeau:
Noise estimation of polarization-encoded images by Peano-Hilbert fractal path. EUSIPCO 2008: 1-5 - [c3]Samia Ainouz, Olivier Morel, Nicolas Walter, David Fofi:
Mirror-adapted matching of catadioptric images. ICIP 2008: 309-312 - [c2]Samia Ainouz, Olivier Morel, Fabrice Mériaudeau:
Geometric-Based Segmentation of Polarization-Encoded Images. SITIS 2008: 375-381 - 2006
- [c1]Samia Ainouz, Jihad Zallat, Antonello De Martino:
Clustering and colour preview of polarization-encoded images. EUSIPCO 2006: 1-5
Informal and Other Publications
- 2022
- [i5]Cyprien Ruffino, Rachel Blin, Samia Ainouz, Gilles Gasso, Romain Hérault, Fabrice Mériaudeau, Stéphane Canu:
Physically-admissible polarimetric data augmentation for road-scene analysis. CoRR abs/2206.07431 (2022) - 2021
- [i4]Fabian Dubourvieux, Angélique Loesch, Romaric Audigier, Samia Ainouz, Stéphane Canu:
Improving Unsupervised Domain Adaptive Re-Identification via Source-Guided Selection of Pseudo-Labeling Hyperparameters. CoRR abs/2110.07897 (2021) - [i3]Fabian Dubourvieux, Romaric Audigier, Angélique Loesch, Samia Ainouz, Stéphane Canu:
A formal approach to good practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification. CoRR abs/2112.12887 (2021) - 2020
- [i2]Fabian Dubourvieux, Romaric Audigier, Angelique Loesch, Samia Ainouz, Stéphane Canu:
Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling. CoRR abs/2009.09445 (2020) - 2019
- [i1]Rachel Blin, Samia Ainouz, Stéphane Canu, Fabrice Mériaudeau:
Road scenes analysis in adverse weather conditions by polarization-encoded images and adapted deep learning. CoRR abs/1910.04870 (2019)
Coauthor Index
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