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Models/HACAN

HACAN

Reported on 22 benchmarks across 2 tasks · 1 paper · 10 SOTA

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

Speech11 results

  • DialogueonVisDial v0.9 val
    R@1· 2019-02-25
    54.76
    best: 55.16 (9xFGA (VGG))
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisDial v0.9 val
    R@5· 2019-02-25
    83.03
    best: 86.26 (9xFGA (VGG))
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisual Dialog v1.0 test-std
    MRR (x 100)· 2019-02-25
    64.22
    best: 71.24 (MRR ensemble (Naive))
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisual Dialog v1.0 test-std
    R@1· 2019-02-25
    50.88
    best: 58.3 (2 Step: Factor Graph Attention + VD-Bert)
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisual Dialog v1.0 test-std
    R@5· 2019-02-25
    80.63
    best: 88.42 (Ensemble FGA + BERT)
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisDial v0.9 val
    MRR· 2019-02-25
    0.6792
    best: 68.92 (9xFGA (VGG))
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisDial v0.9 val
    Mean Rank· 2019-02-25
    3.97
    best: 5.84 (HieCoAtt-QI)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisDial v0.9 val
    R@10· 2019-02-25
    90.68
    best: 92.95 (9xFGA (VGG))
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisual Dialog v1.0 test-std
    Mean· 2019-02-25
    4.2
    best: 49.61 (qqhe)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisual Dialog v1.0 test-std
    NDCG (x 100)· 2019-02-25
    57.17
    best: 78.7 (Single)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • DialogueonVisual Dialog v1.0 test-std
    R@10· 2019-02-25
    89.45
    best: 95.08 (Ensemble FGA + BERT)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326

Computer Vision11 results

  • Visual DialogonVisDial v0.9 val
    R@1· 2019-02-25
    54.76
    best: 55.16 (9xFGA (VGG))
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisDial v0.9 val
    R@5· 2019-02-25
    83.03
    best: 86.26 (9xFGA (VGG))
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisual Dialog v1.0 test-std
    MRR (x 100)· 2019-02-25
    64.22
    best: 71.24 (MRR ensemble (Naive))
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisual Dialog v1.0 test-std
    R@1· 2019-02-25
    50.88
    best: 58.3 (2 Step: Factor Graph Attention + VD-Bert)
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisual Dialog v1.0 test-std
    R@5· 2019-02-25
    80.63
    best: 88.42 (Ensemble FGA + BERT)
    SOTA
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisDial v0.9 val
    MRR· 2019-02-25
    0.6792
    best: 68.92 (9xFGA (VGG))
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisDial v0.9 val
    Mean Rank· 2019-02-25
    3.97
    best: 5.84 (HieCoAtt-QI)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisDial v0.9 val
    R@10· 2019-02-25
    90.68
    best: 92.95 (9xFGA (VGG))
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisual Dialog v1.0 test-std
    Mean· 2019-02-25
    4.2
    best: 49.61 (qqhe)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisual Dialog v1.0 test-std
    NDCG (x 100)· 2019-02-25
    57.17
    best: 78.7 (Single)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326
  • Visual DialogonVisual Dialog v1.0 test-std
    R@10· 2019-02-25
    89.45
    best: 95.08 (Ensemble FGA + BERT)
    Making History Matter: History-Advantage Sequence Training for Visual DialogarXiv:1902.09326