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Learned Image Compression for Machine Perception
Felipe Codevilla , Jean Gabriel Simard, Ross Goroshin and Chris Pal Abstract Recent work has shown that learned image compression...
Dec 15, 2021


Autobots: Latent Variable Sequential Set Transformers
Roger Girgis, Florian Golemo, Felipe Codevilla, Jim Aldon D'Souza, Martin Weiss, Samira Ebrahimi Kahou, Felix Heide, Christopher Pal...
Jun 16, 2021


Action-Based Representation Learning for Autonomous Driving
Yi Xiao, Felipe Codevilla, Christopher Pal, Antonio M. Lopez. CoRL 2020 Abstract Human drivers produce a vast amount of data which could,...
Oct 24, 2020


Multimodal End-to-End Autonomous Driving
Yi Xiao, Felipe Codevilla, Akhil Gurram, Onay Urfalioglu, Antonio M. López Abstract Autonomous vehicles (AVs) are key for the intelligent...
Aug 14, 2019


Exploring the limitations of behavior cloning for autonomous driving.
F Codevilla, E Santana, AM López, A Gaidon ICCV 2019 Abstract Driving requires reacting to a wide variety of complex environment...
Apr 30, 2019


On Offline Evaluation of Vision-based Driving Models
Felipe Codevilla, Antonio M. Lopez, Vladlen Koltun, Alexey Dosovitskiy. ECCV 2018 Abstract Autonomous driving models should ideally be...
Jul 25, 2018


End-to-end driving via conditional imitation learning
Felipe Codevilla, Matthias Miiller, Antonio López, Vladlen Koltun, Alexey Dosovitskiy. ICRA 2018 Abstract Deep networks trained on...
May 16, 2018
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