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Models/HBI

HBI

Reported on 62 benchmarks across 4 tasks · 1 paper

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

Computer Vision60 results

VideoonMSR-VTT-1kA
text-to-video Mean Rank· 2023-03-25
12
best: 28.2 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
text-to-video Median Rank· 2023-03-25
2
best: 13 (JSFusion)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
text-to-video R@1· 2023-03-25
48.6
best: 62.9 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
text-to-video R@10· 2023-03-25
83.4
best: 90.8 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
text-to-video R@5· 2023-03-25
74.6
best: 84.5 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
video-to-text Mean Rank· 2023-03-25
8.9
best: 10.2 (CenterCLIP (ViT-B/16))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
video-to-text Median Rank· 2023-03-25
2
best: 5 (CLIP)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
video-to-text R@1· 2023-03-25
46.8
best: 64.8 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
video-to-text R@10· 2023-03-25
84.3
best: 91.1 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonMSR-VTT-1kA
video-to-text R@5· 2023-03-25
74.3
best: 783 (PIDRo)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
text-to-video Mean Rank· 2023-03-25
6.6
best: 23.1 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
text-to-video Median Rank· 2023-03-25
2
best: 6 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
text-to-video R@1· 2023-03-25
42.2
best: 74.1 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
text-to-video R@10· 2023-03-25
84.6
best: 96.1 (GRAM)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
text-to-video R@5· 2023-03-25
73
best: 90.9 (VAST)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
video-to-text Mean Rank· 2023-03-25
6.5
best: 6.7 (DiffusionRet+QB-Norm)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
video-to-text Median Rank· 2023-03-25
2
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
video-to-text R@1· 2023-03-25
42.4
best: 69.7 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
video-to-text R@10· 2023-03-25
86
best: 95.4 (GRAM)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonActivityNet
video-to-text R@5· 2023-03-25
73
best: 89.1 (UMT-L (ViT-L/16))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
text-to-video Mean Rank· 2023-03-25
12.1
best: 43.7 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
text-to-video Median Rank· 2023-03-25
2
best: 8.3 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
text-to-video R@1· 2023-03-25
46.9
best: 74.2 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
text-to-video R@10· 2023-03-25
82.7
best: 94.2 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
text-to-video R@5· 2023-03-25
74.9
best: 91.2 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
video-to-text Mean Rank· 2023-03-25
8.7
best: 39.6 (PO Loss)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
video-to-text Median Rank· 2023-03-25
2
best: 8 (PO Loss)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
video-to-text R@1· 2023-03-25
46.2
best: 71.9 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
video-to-text R@10· 2023-03-25
82.7
best: 93.8 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
VideoonDiDeMo
video-to-text R@5· 2023-03-25
73
best: 89.8 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
text-to-video Mean Rank· 2023-03-25
12
best: 28.2 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
text-to-video Median Rank· 2023-03-25
2
best: 13 (JSFusion)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
text-to-video R@1· 2023-03-25
48.6
best: 62.9 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
text-to-video R@10· 2023-03-25
83.4
best: 90.8 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
text-to-video R@5· 2023-03-25
74.6
best: 84.5 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
video-to-text Mean Rank· 2023-03-25
8.9
best: 10.2 (CenterCLIP (ViT-B/16))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
video-to-text Median Rank· 2023-03-25
2
best: 5 (CLIP)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
video-to-text R@1· 2023-03-25
46.8
best: 64.8 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
video-to-text R@10· 2023-03-25
84.3
best: 91.1 (HunYuan_tvr (huge))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonMSR-VTT-1kA
video-to-text R@5· 2023-03-25
74.3
best: 783 (PIDRo)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
text-to-video Mean Rank· 2023-03-25
6.6
best: 23.1 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
text-to-video Median Rank· 2023-03-25
2
best: 6 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
text-to-video R@1· 2023-03-25
42.2
best: 74.1 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
text-to-video R@10· 2023-03-25
84.6
best: 96.1 (GRAM)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
text-to-video R@5· 2023-03-25
73
best: 90.9 (VAST)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
video-to-text Mean Rank· 2023-03-25
6.5
best: 6.7 (DiffusionRet+QB-Norm)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
video-to-text Median Rank· 2023-03-25
2
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
video-to-text R@1· 2023-03-25
42.4
best: 69.7 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
video-to-text R@10· 2023-03-25
86
best: 95.4 (GRAM)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonActivityNet
video-to-text R@5· 2023-03-25
73
best: 89.1 (UMT-L (ViT-L/16))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
text-to-video Mean Rank· 2023-03-25
12.1
best: 43.7 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
text-to-video Median Rank· 2023-03-25
2
best: 8.3 (Collaborative Experts)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
text-to-video R@1· 2023-03-25
46.9
best: 74.2 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
text-to-video R@10· 2023-03-25
82.7
best: 94.2 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
text-to-video R@5· 2023-03-25
74.9
best: 91.2 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
video-to-text Mean Rank· 2023-03-25
8.7
best: 39.6 (PO Loss)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
video-to-text Median Rank· 2023-03-25
2
best: 8 (PO Loss)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
video-to-text R@1· 2023-03-25
46.2
best: 71.9 (InternVideo2-6B)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
video-to-text R@10· 2023-03-25
82.7
best: 93.8 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369
Video RetrievalonDiDeMo
video-to-text R@5· 2023-03-25
73
best: 89.8 (vid-TLDR (UMT-L))
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369

Natural Language Processing1 result

Visual Question Answering (VQA)onMSRVTT-QA
Accuracy· 2023-03-25
0.462
best: 0.496 (VLAB)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369

Reasoning1 result

Video Question AnsweringonMSRVTT-QA
Accuracy· 2023-03-25
46.2
best: 72.4 (Flash-VStream)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning arXiv:2303.14369