The Pose Knows: Video Forecasting by Generating Pose Futures The Pose Knows: Video Forecasting by Generating Pose Futures
Paper summary Problem --------- Video prediction with human objects Contribution -------------- Instead of the common approach of predicting directly in pixel-space, use explicit knowledge of human motion space to predict the future of the video. Approach -------------- 1. VAE to model the possible future movements of humans in the pose space 2. Conditional GAN - use pose information for to predict video in pixel space. https://image.ibb.co/b1omVF/The_pose_knows.png
arxiv.org
scholar.google.com
The Pose Knows: Video Forecasting by Generating Pose Futures
Walker, Jacob and Marino, Kenneth and Gupta, Abhinav and Hebert, Martial
arXiv e-Print archive - 2017 via Local Bibsonomy
Keywords: dblp


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