Search Results for author: My Kieu

Found 2 papers, 1 papers with code

Task-conditioned Domain Adaptation for Pedestrian Detection in Thermal Imagery

1 code implementation ECCV 2020 My Kieu, Andrew D. Bagdanov, Marco Bertini, Alberto del Bimbo

Despite its broad application and interest, it remains a challenging problem in part due to the vast range of conditions under which it must be robust.

Domain Adaptation Pedestrian Detection

Robust pedestrian detection in thermal imagery using synthesized images

no code implementations3 Feb 2021 My Kieu, Lorenzo Berlincioni, Leonardo Galteri, Marco Bertini, Andrew D. Bagdanov, Alberto del Bimbo

Experimental results demonstrate the effectiveness of our approach: using less than 50\% of available real thermal training data, and relying on synthesized data generated by our model in the domain adaptation phase, our detector achieves state-of-the-art results on the KAIST Multispectral Pedestrian Detection Benchmark; even if more real thermal data is available adding GAN generated images to the training data results in improved performance, thus showing that these images act as an effective form of data augmentation.

Data Augmentation Domain Adaptation +2

Cannot find the paper you are looking for? You can Submit a new open access paper.