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文件名称: 3D Human Sensing, Action and Emotion Recognition in Robot Assisted
  所属分类: 深度学习
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  文件大小: 1mb
  下载次数: 0
  上传时间: 2018-07-04
  提 供 者: alg****
 详细说明: We introduce new, fine-grained action and emotion recognition tasks defined on non-staged videos, recorded during robot-assisted therapy sessions of children with autism. The tasks present several challenges: a large dataset with long videos, a large number of highly vari- able actions, children that are only partially visible, have different ages and may show unpredictable behaviour, as well as non-standard camera viewpoints. We investigate how state-of-the-art 3d human pose reconstruction methods perform on the newly introduce d tasks and propose exten- sions to adapt them to deal with these challenges. We also analyze multiple approaches in action and emotion recogni- tion from 3d human pose data, establish several baselines, and discuss results and their implications in the context of child-robot interaction. ...展开收缩
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