Safe and frugal AI

Relevant publications

STEEX: Steering Counterfactual Explanations with Semantics
P. Jacob, É. Zablocki, H. Ben-Younes, M. Chen, P. Pérez, M. Cord
ECCV 2022

Explainability of vision-based autonomous driving systems: Review and challenges
E. Zabloki, H. Ben-Younes, P. Pérez, M. Cord
submitted to Int. J. Computer Vision, 2021 [blog post]

Driving behavior explanation with multi-level fusion
H. Ben-Younes, É. Zablocki, P. Pérez, M. Cord
Pattern Recognition, 2021 [code]

Beyond first-order uncertainty estimation with evidential models for open-world recognition
C. Corbière, M. Lafon, N. Thome, M. Cord, P. Pérez
ICML 2021 w. on Uncertainty and Robustness in DL

Localizing Objects with Self-Supervised Transformers and no Labels
O. Siméoni, G. Puy, H. V. Vo, S. Roburin, S. Gidaris, A. Bursuc, P. Pérez, R. Marlet, J. Ponce
BMVC 2021 [code,page]

Large-scale unsupervised object discovery
H.V. Vo, E. Sizikova, C. Schmid, P. Pérez, J. Ponce
NeurIPS 2021

Multi-target adversarial frameworks for domain adaptationin in semantic segmentation
A. Saporta, T.H. Vu, M. Cord, P. Pérez
ICCV 2021 [code,page]

Semantic Palette: Guiding scene generation with class proportions
G. Le Moing, T.H. Vu, H. Jain, P. Pérez, M. Cord
CVPR 2021 [code,page,video]

Online bag-of-visual-words generation for unsupervised representation learning
S. Gidaris, A. Bursuc, G. Puy, N. Komodakis, M. Cord, P. Pérez
CVPR 2021 [code,page]

StyleLess layer: Improving robustness for real-world driving
J. Rebut, A. Bursuc, P. Pérez
IROS 2021 [page]

A spherical analysis of Adam with Batch Normalization
S. Roburin, Y. de Mont-Marin, A. Bursuc, R. Marlet, P. Pérez, M. Aubry
NeurIPS w. Optimization for ML (OPT’21)

Handling new target classes in semantic segmentation with domain adaptation
M. Bucher, T.-H. Vu, M. Cord, P. Pérez
Computer Vision and Image Understanding, 2021 [page]

Confidence estimation via auxiliary models
Ch. Corbière, N. Thome, A. Sapporta, T.H. Vu, P. Pérez, M. Cord
IEEE Trans. PAMI, 2021 [code,page]

QuEST: Quantized Embedding Space for Transferring knowledge
H. Jain, S. Gidaris, N. Komodakis, P. Pérez, M. Cord
ECCV 2020

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]