PUNet: Temporal Action Proposal Generation with Positive Unlabeled Learning using Key Frame Annotations

A good action proposal method should generate proposals with high recall and high temporal overlap with groundtruth. The quality of the proposals relies on the labeled data available during training. Obtaining labeled data for untrimmed videos is a time consuming, expensive and error-prone task. The labels obtained are also subjective and the...