• Title/Summary/Keyword: Fully Supervised Temporal Action Localization

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A Bi-directional Information Learning Method Using Reverse Playback Video for Fully Supervised Temporal Action Localization (완전지도 시간적 행동 검출에서 역재생 비디오를 이용한 양방향 정보 학습 방법)

  • Huiwon Gwon;Hyejeong Jo;Sunhee Jo;Chanho Jung
    • Journal of IKEEE
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    • v.28 no.2
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    • pp.145-149
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    • 2024
  • Recently, research on temporal action localization has been actively conducted. In this paper, unlike existing methods, we propose two approaches for learning bidirectional information by creating reverse playback videos for fully supervised temporal action localization. One approach involves creating training data by combining reverse playback videos and forward playback videos, while the other approach involves training separate models on videos with different playback directions. Experiments were conducted on the THUMOS-14 dataset using TALLFormer. When using both reverse and forward playback videos as training data, the performance was 5.1% lower than that of the existing method. On the other hand, using a model ensemble shows a 1.9% improvement in performance.