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StyleLess layer: Improving robustness for real-world driving


Mar 25, 2021
Julien Rebut, Andrei Bursuc, Patrick Pérez

* 6 pages, 6 figures, 2 tables 

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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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Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification


Dec 04, 2020
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Severine Dubuisson, Isabelle Bloch

* 12 pages 

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Spherical Perspective on Learning with Batch Norm


Jun 23, 2020
Simon Roburin, Yann de Mont-Marin, Andrei Bursuc, Renaud Marlet, Patrick Pérez, Mathieu Aubry


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One Versus all for deep Neural Network Incertitude (OVNNI) quantification


Jun 01, 2020
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Severine Dubuisson, Isabelle Bloch


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Learning Representations by Predicting Bags of Visual Words


Feb 27, 2020
Spyros Gidaris, Andrei Bursuc, Nikos Komodakis, Patrick Pérez, Matthieu Cord

* Accepted to CVPR2020 

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Dynamic Task Weighting Methods for Multi-task Networks in Autonomous Driving Systems


Jan 07, 2020
Isabelle Leang, Ganesh Sistu, Fabian Burger, Andrei Bursuc, Senthil Yogamani


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TRADI: Tracking deep neural network weight distributions


Dec 26, 2019
Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Severine Dubuisson, Isabelle Bloch


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This dataset does not exist: training models from generated images


Nov 07, 2019
Victor Besnier, Himalaya Jain, Andrei Bursuc, Matthieu Cord, Patrick Pérez


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Boosting Few-Shot Visual Learning with Self-Supervision


Jun 12, 2019
Spyros Gidaris, Andrei Bursuc, Nikos Komodakis, Patrick Pérez, Matthieu Cord


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Dense Classification and Implanting for Few-Shot Learning


Mar 12, 2019
Yann Lifchitz, Yannis Avrithis, Sylvaine Picard, Andrei Bursuc

* CVPR 2019 

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Understanding and Improving Kernel Local Descriptors


Nov 27, 2018
Arun Mukundan, Giorgos Tolias, Andrei Bursuc, Hervé Jégou, Ondřej Chum


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