Corpus ID: 18324116

A Pursuit of Temporal Accuracy in General Activity Detection

  title={A Pursuit of Temporal Accuracy in General Activity Detection},
  author={Yuanjun Xiong and Y. Zhao and L. Wang and D. Lin and X. Tang},
  • Yuanjun Xiong, Y. Zhao, +2 authors X. Tang
  • Published 2017
  • Computer Science
  • ArXiv
  • Detecting activities in untrimmed videos is an important but challenging task. [...] Key Method The other contribution is a cascaded classification pipeline that explicitly distinguishes between relevance and completeness of a candidate instance. On two challenging temporal activity detection datasets, THUMOS14 and ActivityNet, the proposed framework significantly outperforms the existing state-of-the-art methods, demonstrating superior accuracy and strong adaptivity in handling activities with various temporal…Expand Abstract

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    Publications referenced by this paper.
    Temporal Action Detection Using a Statistical Language Model
    • 139
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    Temporal Action Localization with Pyramid of Score Distribution Features
    • 132
    • Highly Influential
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    ActivityNet: A large-scale video benchmark for human activity understanding
    • 779
    • Highly Influential
    • PDF
    Temporal Segment Networks: Towards Good Practices for Deep Action Recognition
    • 1,479
    • PDF
    Two-Stream Convolutional Networks for Action Recognition in Videos
    • 3,964
    • PDF
    Action and Event Recognition with Fisher Vectors on a Compact Feature Set
    • 380
    • PDF