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Models/Liang et. al [[Liang, Lee, and Xing2017]]

Liang et. al [[Liang, Lee, and Xing2017]]

Reported on 16 benchmarks across 4 tasks · 1 paper · 16 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision12 results

  • Scene ParsingonVRD Relationship Detection
    R@100· 2017-03-08
    20.79
    best: 31.89 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene ParsingonVRD Relationship Detection
    R@50· 2017-03-08
    18.19
    best: 22.68 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene ParsingonVRD Phrase Detection
    R@100· 2017-03-08
    22.6
    best: 29.43 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene ParsingonVRD Phrase Detection
    R@50· 2017-03-08
    21.37
    best: 26.32 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Visual Relationship DetectiononVRD Relationship Detection
    R@100· 2017-03-08
    20.79
    best: 31.89 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Visual Relationship DetectiononVRD Relationship Detection
    R@50· 2017-03-08
    18.19
    best: 22.68 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Visual Relationship DetectiononVRD Phrase Detection
    R@100· 2017-03-08
    22.6
    best: 29.43 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Visual Relationship DetectiononVRD Phrase Detection
    R@50· 2017-03-08
    21.37
    best: 26.32 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene UnderstandingonVRD Relationship Detection
    R@100· 2017-03-08
    20.79
    best: 31.89 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene UnderstandingonVRD Relationship Detection
    R@50· 2017-03-08
    18.19
    best: 22.68 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene UnderstandingonVRD Phrase Detection
    R@100· 2017-03-08
    22.6
    best: 29.43 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • Scene UnderstandingonVRD Phrase Detection
    R@50· 2017-03-08
    21.37
    best: 26.32 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054

Audio4 results

  • 2D Semantic SegmentationonVRD Relationship Detection
    R@100· 2017-03-08
    20.79
    best: 31.89 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • 2D Semantic SegmentationonVRD Relationship Detection
    R@50· 2017-03-08
    18.19
    best: 22.68 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • 2D Semantic SegmentationonVRD Phrase Detection
    R@100· 2017-03-08
    22.6
    best: 29.43 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054
  • 2D Semantic SegmentationonVRD Phrase Detection
    R@50· 2017-03-08
    21.37
    best: 26.32 (Yu et. al [[Yu et al.2017a]])
    SOTA
    Deep Variation-structured Reinforcement Learning for Visual Relationship and Attribute DetectionarXiv:1703.03054