Optimal configurations for imaging polarimeters: impact of image noise and systematic errors J Zallat, S Aïnouz, MP Stoll Journal of Optics A: Pure and Applied Optics 8 (9), 807, 2006 | 85 | 2006 |
Road scenes analysis in adverse weather conditions by polarization-encoded images and adapted deep learning R Blin, S Ainouz, S Canu, F Meriaudeau 2019 IEEE Intelligent Transportation Systems Conference (ITSC), 27-32, 2019 | 58 | 2019 |
Temporal contrastive pretraining for video action recognition G Lorre, J Rabarisoa, A Orcesi, S Ainouz, S Canu Proceedings of the IEEE/CVF winter conference on applications of computer …, 2020 | 52 | 2020 |
Physical interpretation of polarization-encoded images by color preview S Aïnouz, J Zallat, A de Martino, C Collet Optics express 14 (13), 5916-5927, 2006 | 51 | 2006 |
A robust cost function for stereo matching of road scenes A Miron, S Ainouz, A Rogozan, A Bensrhair Pattern Recognition Letters 38, 70-77, 2014 | 48 | 2014 |
Direct estimation of fetal head circumference from ultrasound images based on regression CNN J Zhang, C Petitjean, P Lopez, S Ainouz Medical Imaging with Deep Learning, 914-922, 2020 | 46 | 2020 |
Specularity removal: A global energy minimization approach based on polarization imaging F Wang, S Ainouz, C Petitjean, A Bensrhair Computer Vision and Image Understanding 158, 31-39, 2017 | 38 | 2017 |
Intensity self similarity features for pedestrian detection in far-infrared images A Miron, B Besbes, A Rogozan, S Ainouz, A Bensrhair 2012 IEEE Intelligent Vehicles Symposium, 1120-1125, 2012 | 35 | 2012 |
Current state of the art of vision based SLAM N Muhammad, D Fofi, S Ainouz Image Processing: Machine Vision Applications II 7251, 137-148, 2009 | 33 | 2009 |
A new multimodal RGB and polarimetric image dataset for road scenes analysis R Blin, S Ainouz, S Canu, F Meriaudeau Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020 | 31 | 2020 |
Multimodality semantic segmentation based on polarization and color images F Wang, S Ainouz, C Lian, A Bensrhair Neurocomputing 253, 193-200, 2017 | 25 | 2017 |
Unsupervised domain adaptation for person re-identification through source-guided pseudo-labeling F Dubourvieux, R Audigier, A Loesch, S Ainouz, S Canu 2020 25th International Conference on Pattern Recognition (ICPR), 4957-4964, 2021 | 23 | 2021 |
Kappa loss for skin lesion segmentation in fully convolutional network J Zhang, C Petitjean, S Ainouz 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), 2001-2004, 2020 | 23 | 2020 |
Explainability for regression CNN in fetal head circumference estimation from ultrasound images J Zhang, C Petitjean, F Yger, S Ainouz Interpretable and Annotation-Efficient Learning for Medical Image Computing …, 2020 | 22 | 2020 |
Polarization-based car detection W Fan, S Ainouz, F Meriaudeau, A Bensrhair 2018 25th IEEE International Conference on Image Processing (ICIP), 3069-3073, 2018 | 21 | 2018 |
An evaluation of the pedestrian classification in a multi-domain multi-modality setup A Miron, A Rogozan, S Ainouz, A Bensrhair, A Broggi Sensors 15 (6), 13851-13873, 2015 | 19 | 2015 |
Adaptive processing of catadioptric images using polarization imaging: towards a pola-catadioptric model S Ainouz, O Morel, D Fofi, S Mosaddegh, A Bensrhair Optical engineering 52 (3), 037001-037001, 2013 | 17 | 2013 |
Cross-comparison census for colour stereo matching applied to intelligent vehicle A Miron, S Ainouz, A Rogozan, A Bensrhair Electronics letters 48 (24), 1530-1532, 2012 | 15 | 2012 |
The PolarLITIS dataset: Road scenes under fog R Blin, S Ainouz, S Canu, F Meriaudeau IEEE transactions on intelligent transportation systems 23 (8), 10753-10762, 2021 | 12 | 2021 |
Adapted learning for polarization-based car detection R Blin, S Ainouz, S Canu, F Meriaudeau Fourteenth International Conference on Quality Control by Artificial Vision …, 2019 | 11 | 2019 |