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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  

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