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LiDARTouch: Monocular metric depth estimation with a few-beam LiDAR


Sep 08, 2021
Florent Bartoccioni, √Čloi Zablocki, Patrick P√©rez, Matthieu Cord, Karteek Alahari

* Preprint. Under review 

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Fishr: Invariant Gradient Variances for Out-of-distribution Generalization


Sep 07, 2021
Alexandre Rame, Corentin Dancette, Matthieu Cord

* 31 pages, 12 tables, 6 figures 

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Multi-Target Adversarial Frameworks for Domain Adaptation in Semantic Segmentation


Aug 16, 2021
Antoine Saporta, Tuan-Hung Vu, Matthieu Cord, Patrick Pérez

* Accepted at the 2021 International Conference on Computer Vision (ICCV) 

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Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation


Jun 29, 2021
Arthur Douillard, Yifu Chen, Arnaud Dapogny, Matthieu Cord

* Under review at IEEE TPAMI, journal extension of arXiv:2011.11390 

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Semantic Palette: Guiding Scene Generation with Class Proportions


Jun 03, 2021
Guillaume Le Moing, Tuan-Hung Vu, Himalaya Jain, Patrick Pérez, Matthieu Cord

* Accepted to IEEE CVPR 2021 

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RED : Looking for Redundancies for Data-Free Structured Compression of Deep Neural Networks


May 31, 2021
Edouard Yvinec, Arnaud Dapogny, Matthieu Cord, Kevin Bailly


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ResMLP: Feedforward networks for image classification with data-efficient training


May 07, 2021
Hugo Touvron, Piotr Bojanowski, Mathilde Caron, Matthieu Cord, Alaaeldin El-Nouby, Edouard Grave, Armand Joulin, Gabriel Synnaeve, Jakob Verbeek, Hervé Jégou


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Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering


Apr 14, 2021
Corentin Dancette, Remi Cadene, Damien Teney, Matthieu Cord

* Code is available at https://github.com/cdancette/detect-shortcuts 

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Going deeper with Image Transformers


Apr 07, 2021
Hugo Touvron, Matthieu Cord, Alexandre Sablayrolles, Gabriel Synnaeve, Hervé Jégou


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MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks


Mar 18, 2021
Alexandre Rame, Remy Sun, Matthieu Cord

* 8 pages, 10 figures, 6 tables 

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Training data-efficient image transformers & distillation through attention


Jan 15, 2021
Hugo Touvron, Matthieu Cord, Matthijs Douze, Francisco Massa, Alexandre Sablayrolles, Hervé Jégou


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DICE: Diversity in Deep Ensembles via Conditional Redundancy Adversarial Estimation


Jan 14, 2021
Alexandre Rame, Matthieu Cord

* Published as a conference paper at ICLR 2021. 9 main pages, 13 figures, 12 tables 

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Explainability of vision-based autonomous driving systems: Review and challenges


Jan 13, 2021
√Čloi Zablocki, H√©di Ben-Younes, Patrick P√©rez, Matthieu Cord

* submitted to IJCV 

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Online Bag-of-Visual-Words Generation for Unsupervised Representation Learning


Dec 21, 2020
Spyros Gidaris, Andrei Bursuc, Gilles Puy, Nikos Komodakis, Matthieu Cord, Patrick Pérez

* Technical report. Code at https://github.com/valeoai/obow 

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Confidence Estimation via Auxiliary Models


Dec 11, 2020
Charles Corbière, Nicolas Thome, Antoine Saporta, Tuan-Hung Vu, Matthieu Cord, Patrick Pérez

* Under review at TPAMI 

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Driving Behavior Explanation with Multi-level Fusion


Dec 09, 2020
H√©di Ben-Younes, √Čloi Zablocki, Patrick P√©rez, Matthieu Cord

* Accepted at NeurIPS Workshop ML4AD 2020 

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Detecting 32 Pedestrian Attributes for Autonomous Vehicles


Dec 04, 2020
Taylor Mordan, Matthieu Cord, Patrick Pérez, Alexandre Alahi

* Submission to IEEE Transactions on Intelligent Transportation Systems (T-ITS) 

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Grafit: Learning fine-grained image representations with coarse labels


Nov 25, 2020
Hugo Touvron, Alexandre Sablayrolles, Matthijs Douze, Matthieu Cord, Hervé Jégou


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PLOP: Learning without Forgetting for Continual Semantic Segmentation


Nov 24, 2020
Arthur Douillard, Yifu Chen, Arnaud Dapogny, Matthieu Cord


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Powers of layers for image-to-image translation


Aug 13, 2020
Hugo Touvron, Matthijs Douze, Matthieu Cord, Hervé Jégou


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Overcoming Statistical Shortcuts for Open-ended Visual Counting


Jul 01, 2020
Corentin Dancette, Remi Cadene, Xinlei Chen, Matthieu Cord

* 17 pages, 8 figures 

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Insights from the Future for Continual Learning


Jun 24, 2020
Arthur Douillard, Eduardo Valle, Charles Ollion, Thomas Robert, Matthieu Cord


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ESL: Entropy-guided Self-supervised Learning for Domain Adaptation in Semantic Segmentation


Jun 15, 2020
Antoine Saporta, Tuan-Hung Vu, Matthieu Cord, Patrick Pérez

* Accepted at the CVPR 2020 Workshop on Scalability in Autonomous Driving 

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Small-Task Incremental Learning


Apr 28, 2020
Arthur Douillard, Matthieu Cord, Charles Ollion, Thomas Robert, Eduardo Valle

* 15 pages, 5 figures, 8 tables 

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