Samia Ainouz

Orcid: 0000-0002-2699-4002

Affiliations:
  • INSA Rouen Normandy, France


According to our database1, Samia Ainouz authored at least 38 papers between 2006 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data.
Neurocomputing, November, 2023

A Physically Admissible Stokes Vector Reconstruction in Linear Polarimetric Imaging.
J. Math. Imaging Vis., August, 2023

A mixed-reality framework based on depth camera for safety testing of autonomous navigation systems.
Proceedings of the 25th IEEE International Conference on Intelligent Transportation Systems, 2023

Building a Vision-Based Mixed-Reality Framework for Autonomous Driving Navigation.
Proceedings of the 9th International Conference on Control, 2023

Neural Network Observer for Lateral Vehicle Model with Varying Sampled and Delayed Output.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022
The PolarLITIS Dataset: Road Scenes Under Fog.
IEEE Trans. Intell. Transp. Syst., 2022

SpecSeg Network for Specular Highlight Detection and Segmentation in Real-World Images.
Sensors, 2022

Segmentation-Based vs. Regression-Based Biomarker Estimation: A Case Study of Fetus Head Circumference Assessment from Ultrasound Images.
J. Imaging, 2022

Physically-admissible polarimetric data augmentation for road-scene analysis.
Comput. Vis. Image Underst., 2022

A formal approach to good practices in Pseudo-Labeling for Unsupervised Domain Adaptive Re-Identification.
Comput. Vis. Image Underst., 2022

Road Scene Analysis: A Study of Polarimetric and Color-based Features under Various Adverse Weather Conditions.
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.
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.
IEEE Access, 2021

Multimodal Polarimetric And Color Fusion For Road Scene Analysis In Adverse Weather Conditions.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

2020
Temporal Contrastive Pretraining for Video Action Recognition.
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.
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2020

Explainability for Regression CNN in Fetal Head Circumference Estimation from Ultrasound Images.
Proceedings of the Interpretable and Annotation-Efficient Learning for Medical Image Computing, 2020

Kappa Loss for Skin Lesion Segmentation in Fully Convolutional Network.
Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

Unsupervised Domain Adaptation for Person Re-Identification through Source-Guided Pseudo-Labeling.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

A new multimodal RGB and polarimetric image dataset for road scenes analysis.
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.
Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019

2018
Polarization-Based Car Detection.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

2017
PHROG: A Multimodal Feature for Place Recognition.
Sensors, 2017

Multimodality semantic segmentation based on polarization and color images.
Neurocomputing, 2017

Specularity removal: A global energy minimization approach based on polarization imaging.
Comput. Vis. Image Underst., 2017

SoC Design Of A Novel Cluster-Based Approach for Real-Time Lane Detection in Low Quality Images.
Proceedings of the 11th International Conference on Distributed Smart Cameras, 2017

A novel global image description approach for long term vehicle localization.
Proceedings of the 25th European Signal Processing Conference, 2017

2016
Polarization-based specularity removal method with global energy minimization.
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.
Sensors, 2015

2014
A robust cost function for stereo matching of road scenes.
Pattern Recognit. Lett., 2014

Post-aggregation stereo matching method using Dempster-Shafer theory.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2012
Intensity self similarity features for pedestrian detection in Far-Infrared images.
Proceedings of the 2012 IEEE Intelligent Vehicles Symposium, 2012

Towards a robust and fast color stereo matching for intelligent vehicle application.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

2009
Adapted processing of catadioptric images using polarization imaging.
Proceedings of the International Conference on Image Processing, 2009

2008
Geometric-Based Segmentation of Polarization-Encoded Images.
Proceedings of the 4th IEEE International Conference on Signal Image Technology and Internet Based Systems, 2008

Mirror-adapted matching of catadioptric images.
Proceedings of the International Conference on Image Processing, 2008

Noise estimation of polarization-encoded images by Peano-Hilbert fractal path.
Proceedings of the 2008 16th European Signal Processing Conference, 2008

2006
Clustering and colour preview of polarization-encoded images.
Proceedings of the 14th European Signal Processing Conference, 2006


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