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Models/CorefNMN (ResNet-152)

CorefNMN (ResNet-152)

Reported on 22 benchmarks across 2 tasks · 1 paper · 12 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
MRR· 2018-09-06
64.1
best: 68.92 (9xFGA (VGG))
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisDial v0.9 val
R@1· 2018-09-06
50.92
best: 55.16 (9xFGA (VGG))
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisual Dialog v1.0 test-std
MRR (x 100)· 2018-09-06
61.5
best: 71.24 (MRR ensemble (Naive))
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisual Dialog v1.0 test-std
R@1· 2018-09-06
47.55
best: 58.3 (2 Step: Factor Graph Attention + VD-Bert)
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisual Dialog v1.0 test-std
R@10· 2018-09-06
88.8
best: 95.08 (Ensemble FGA + BERT)
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisual Dialog v1.0 test-std
R@5· 2018-09-06
78.1
best: 88.42 (Ensemble FGA + BERT)
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisDial v0.9 val
Mean Rank· 2018-09-06
4.45
best: 5.84 (HieCoAtt-QI)
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisDial v0.9 val
R@10· 2018-09-06
88.81
best: 92.95 (9xFGA (VGG))
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisDial v0.9 val
R@5· 2018-09-06
80.18
best: 86.26 (9xFGA (VGG))
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisual Dialog v1.0 test-std
Mean· 2018-09-06
4.4
best: 49.61 (qqhe)
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
DialogueonVisual Dialog v1.0 test-std
NDCG (x 100)· 2018-09-06
54.7
best: 78.7 (Single)
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816

Computer Vision11 results

Visual DialogonVisDial v0.9 val
MRR· 2018-09-06
64.1
best: 68.92 (9xFGA (VGG))
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisDial v0.9 val
R@1· 2018-09-06
50.92
best: 55.16 (9xFGA (VGG))
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisual Dialog v1.0 test-std
MRR (x 100)· 2018-09-06
61.5
best: 71.24 (MRR ensemble (Naive))
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisual Dialog v1.0 test-std
R@1· 2018-09-06
47.55
best: 58.3 (2 Step: Factor Graph Attention + VD-Bert)
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisual Dialog v1.0 test-std
R@10· 2018-09-06
88.8
best: 95.08 (Ensemble FGA + BERT)
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisual Dialog v1.0 test-std
R@5· 2018-09-06
78.1
best: 88.42 (Ensemble FGA + BERT)
SOTA
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisDial v0.9 val
Mean Rank· 2018-09-06
4.45
best: 5.84 (HieCoAtt-QI)
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisDial v0.9 val
R@10· 2018-09-06
88.81
best: 92.95 (9xFGA (VGG))
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisDial v0.9 val
R@5· 2018-09-06
80.18
best: 86.26 (9xFGA (VGG))
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisual Dialog v1.0 test-std
Mean· 2018-09-06
4.4
best: 49.61 (qqhe)
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816
Visual DialogonVisual Dialog v1.0 test-std
NDCG (x 100)· 2018-09-06
54.7
best: 78.7 (Single)
Visual Coreference Resolution in Visual Dialog using Neural Module Networks arXiv:1809.01816