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Articles, 1 records found
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Articles 1 records found  
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41 p, 9.6 MB Generating human action videos by coupling 3D game engines and probabilistic graphical models / de Souza, César Roberto (NAVER LABS Europe) ; Gaidon, Adrien (Toyota Research Institute) ; Cabon, Yohann (NAVER LABS Europe) ; Murray, Naila (NAVER LABS Europe) ; López Peña, Antonio M. (Centre de Visió per Computador (Bellaterra, Catalunya))
Deep video action recognition models have been highly successful in recent years but require large quantities of manually-annotated data, which are expensive and laborious to obtain. In this work, we investigate the generation of synthetic training data for video action recognition, as synthetic data have been successfully used to supervise models for a variety of other computer vision tasks. [...]
2020 - 10.1007/s11263-019-01222-z
International Journal of Computer Vision, Vol. 128, issue 5 (May 2020) , p. 1505-1536  

Books and collections 1 records found  
1.
11 p, 1.5 MB Exploring the limitations of behavior cloning for autonomous driving / Codevilla Moraes, Felipe (Centre de Visió per Computador (Bellaterra, Catalunya)) ; Santana, Eder (Toyota Research Institute) ; López Peña, Antonio M. (Centre de Visió per Computador (Bellaterra, Catalunya)) ; Gaidon, Adrien (Toyota Research Institute)
Driving requires reacting to a wide variety of complex environment conditions and agent behaviors. Explicitly modeling each possible scenario is unrealistic. In contrast, imitation learning can, in theory, leverage data from large fleets of human-driven cars. [...]
Institute of Electrical and Electronics Engineers (IEEE), cop.2019 - 10.1109/ICCV.2019.00942
2019 IEEE/CVF International Conference on Computer Vision (ICCV), 2019, p. 9328-9337  

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