Deep learning

Relevant publications

Learning Representations by Predicting Bags of Visual Words
S. Gidaris, A. Bursuc, N. Komodakis, P. Pérez, M. Cord
CVPR 2020

xMUDA: Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation
M. Jaritz, T.H. Vu, R. de Charette, E. Wirbel, P. Pérez
CVPR 2020 [code]

This dataset does not exist: training models from generated images
V. Besnier, H. Jain, A. Bursuc, M. Cord, P. Pérez
ICASSP 2020

Addressing failure detection by learning model confidence
Ch. Corbière, N. Thome, A. Bar-Hen, M. Cord, P. Pérez
NeurIPS 2019 [code]

Zero-Shot Semantic Segmentation
M. Bucher, T.-H. Vu, M. Cord, P. Pérez
NeurIPS 2019 [code]

DADA: Depth-aware Domain Adaptation in semantic segmentation
T.-H. Vu, H. Jain, M. Bucher, M. Cord, P. Pérez
ICCV 2019

Boosting few-shot visual learning with self-supervision
S. Gidaris, A. Bursuc, N. Komodakis, P. Pérez, M. Cord
ICCV 2019 [code]

AdvEnt: Adversarial Entropy minimization for domain adaptation in semantic segmentation
T.-H. Vu, H. Jain, M. Bucher, M. Cord, P. Pérez
CVPR 2019 [page]

A flexible convolutional solver with application to photorealistic style transfer
G. Puy, P. Pérez
CVPR 2019

Unsupervised image matching and object discovery as optimization
H. V. Vo, F. Bach, M. Cho, K. Han, Y. LeCun, P. Pérez, J. Ponce
CVPR 2019 [code]

SoDeep: a Sorting Deep net to learn ranking loss surrogates
M. Engilberge, L. Chevallier, M. Cord, P. Pérez
CVPR 2019 [code]