Unsupervised Learning of View-invariant Action Representations

@inproceedings{Li2018UnsupervisedLO,
  title={Unsupervised Learning of View-invariant Action Representations},
  author={Junnan Li and Yongkang Wong and Qi Zhao and Mohan S. Kankanhalli},
  booktitle={NeurIPS},
  year={2018}
}
The recent success in human action recognition with deep learning methods mostly adopt the supervised learning paradigm, which requires significant amount of manually labeled data to achieve good performance. However, label collection is an expensive and time-consuming process. In this work, we propose an unsupervised learning framework, which exploits unlabeled data to learn video representations. Different from previous works in video representation learning, our unsupervised learning task is… CONTINUE READING
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