no code implementations • 6 Dec 2021 • Himalaya Jain, Tuan-Hung Vu, Patrick Pérez, Matthieu Cord
With the rapid advances in generative adversarial networks (GANs), the visual quality of synthesised scenes keeps improving, including for complex urban scenes with applications to automated driving.
1 code implementation • CVPR 2021 • Guillaume Le Moing, Tuan-Hung Vu, Himalaya Jain, Patrick Pérez, Matthieu Cord
Despite the recent progress of generative adversarial networks (GANs) at synthesizing photo-realistic images, producing complex urban scenes remains a challenging problem.
1 code implementation • ECCV 2020 • Himalaya Jain, Spyros Gidaris, Nikos Komodakis, Patrick Pérez, Matthieu Cord
Knowledge distillation refers to the process of training a compact student network to achieve better accuracy by learning from a high capacity teacher network.
no code implementations • 7 Nov 2019 • Victor Besnier, Himalaya Jain, Andrei Bursuc, Matthieu Cord, Patrick Pérez
This naturally brings the question: Can we train a classifier only on the generated data?
2 code implementations • ICCV 2019 • Tuan-Hung Vu, Himalaya Jain, Maxime Bucher, Matthieu Cord, Patrick Pérez
As a result, the performance of the trained semantic segmentation model on the target domain is boosted.
Ranked #17 on Image-to-Image Translation on SYNTHIA-to-Cityscapes
4 code implementations • CVPR 2019 • Tuan-Hung Vu, Himalaya Jain, Maxime Bucher, Matthieu Cord, Patrick Pérez
Semantic segmentation is a key problem for many computer vision tasks.
Ranked #4 on Domain Adaptation on Panoptic SYNTHIA-to-Mapillary
no code implementations • CVPR 2018 • Himalaya Jain, Joaquin Zepeda, Patrick Pérez, Rémi Gribonval
To work at scale, a complete image indexing system comprises two components: An inverted file index to restrict the actual search to only a subset that should contain most of the items relevant to the query; An approximate distance computation mechanism to rapidly scan these lists.
no code implementations • ICCV 2017 • Himalaya Jain, Joaquin Zepeda, Patrick Pérez, Rémi Gribonval
For large-scale visual search, highly compressed yet meaningful representations of images are essential.
no code implementations • 10 Aug 2016 • Himalaya Jain, Patrick Pérez, Rémi Gribonval, Joaquin Zepeda, Hervé Jégou
This paper tackles the task of storing a large collection of vectors, such as visual descriptors, and of searching in it.