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By first using our newly proposed PCSC framework for spatial localization at the frame-level and then applying it for temporal segmentation at the tube-level, the action localization results are progressively improved at both the frame level and the video level. Comprehensive experiments demonstrate the effectiveness of our new approaches.Face detection has achieved significant progress in recent years. However, high performance face detection still remains a very challenging problem, especially when there exists many tiny faces. In this
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