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Models/RVA

RVA

Reported on 22 benchmarks across 2 tasks · 1 paper · 14 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· 2018-12-06
52.71
best: 55.16 (9xFGA (VGG))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisDial v0.9 val
R@10· 2018-12-06
90.73
best: 92.95 (9xFGA (VGG))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisDial v0.9 val
R@5· 2018-12-06
82.97
best: 86.26 (9xFGA (VGG))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisual Dialog v1.0 test-std
MRR (x 100)· 2018-12-06
63.03
best: 71.24 (MRR ensemble (Naive))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisual Dialog v1.0 test-std
R@1· 2018-12-06
49.03
best: 58.3 (2 Step: Factor Graph Attention + VD-Bert)
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisual Dialog v1.0 test-std
R@10· 2018-12-06
89.83
best: 95.08 (Ensemble FGA + BERT)
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisual Dialog v1.0 test-std
R@5· 2018-12-06
80.4
best: 88.42 (Ensemble FGA + BERT)
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisDial v0.9 val
MRR· 2018-12-06
0.6634
best: 68.92 (9xFGA (VGG))
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisDial v0.9 val
Mean Rank· 2018-12-06
3.93
best: 5.84 (HieCoAtt-QI)
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisual Dialog v1.0 test-std
Mean· 2018-12-06
4.18
best: 49.61 (qqhe)
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
DialogueonVisual Dialog v1.0 test-std
NDCG (x 100)· 2018-12-06
55.59
best: 78.7 (Single)
Recursive Visual Attention in Visual Dialog arXiv:1812.02664

Computer Vision11 results

Visual DialogonVisDial v0.9 val
R@1· 2018-12-06
52.71
best: 55.16 (9xFGA (VGG))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisDial v0.9 val
R@10· 2018-12-06
90.73
best: 92.95 (9xFGA (VGG))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisDial v0.9 val
R@5· 2018-12-06
82.97
best: 86.26 (9xFGA (VGG))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisual Dialog v1.0 test-std
MRR (x 100)· 2018-12-06
63.03
best: 71.24 (MRR ensemble (Naive))
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisual Dialog v1.0 test-std
R@1· 2018-12-06
49.03
best: 58.3 (2 Step: Factor Graph Attention + VD-Bert)
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisual Dialog v1.0 test-std
R@10· 2018-12-06
89.83
best: 95.08 (Ensemble FGA + BERT)
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisual Dialog v1.0 test-std
R@5· 2018-12-06
80.4
best: 88.42 (Ensemble FGA + BERT)
SOTA
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisDial v0.9 val
MRR· 2018-12-06
0.6634
best: 68.92 (9xFGA (VGG))
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisDial v0.9 val
Mean Rank· 2018-12-06
3.93
best: 5.84 (HieCoAtt-QI)
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisual Dialog v1.0 test-std
Mean· 2018-12-06
4.18
best: 49.61 (qqhe)
Recursive Visual Attention in Visual Dialog arXiv:1812.02664
Visual DialogonVisual Dialog v1.0 test-std
NDCG (x 100)· 2018-12-06
55.59
best: 78.7 (Single)
Recursive Visual Attention in Visual Dialog arXiv:1812.02664