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Models/EMCL-Net++

EMCL-Net++

Reported on 44 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision44 results

VideoonActivityNet
video-to-text R@50· 2022-11-21
98.4
SOTA
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
video-to-text R@50· 2022-11-21
98.4
SOTA
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
text-to-video Mean Rank· 2022-11-21
1
best: 28.2 (Collaborative Experts)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
text-to-video R@1· 2022-11-21
51.6
best: 62.9 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
text-to-video R@10· 2022-11-21
85.3
best: 90.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
text-to-video R@5· 2022-11-21
78.1
best: 84.5 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
video-to-text Mean Rank· 2022-11-21
1
best: 10.2 (CenterCLIP (ViT-B/16))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
video-to-text R@1· 2022-11-21
51.8
best: 64.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
video-to-text R@10· 2022-11-21
88
best: 91.1 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonMSR-VTT-1kA
video-to-text R@5· 2022-11-21
80.2
best: 783 (PIDRo)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
text-to-video Mean Rank· 2022-11-21
1
best: 23.1 (Collaborative Experts)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
text-to-video R@1· 2022-11-21
50.6
best: 74.1 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
text-to-video R@5· 2022-11-21
78.7
best: 90.9 (VAST)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
text-to-video R@50· 2022-11-21
98.1
best: 98.2 (CLIP4Clip)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
video-to-text Mean Rank· 2022-11-21
1
best: 6.7 (DiffusionRet+QB-Norm)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
video-to-text R@1· 2022-11-21
50.6
best: 69.7 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonActivityNet
video-to-text R@5· 2022-11-21
78.9
best: 89.1 (UMT-L (ViT-L/16))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonLSMDC
text-to-video R@1· 2022-11-21
25.9
best: 46.4 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonLSMDC
text-to-video R@5· 2022-11-21
46.4
best: 80.1 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonLSMDC
video-to-text Mean Rank· 2022-11-21
8
best: 48.9 (HunYuan_tvr)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonLSMDC
video-to-text R@1· 2022-11-21
26.7
best: 46.7 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonLSMDC
video-to-text R@10· 2022-11-21
54.4
best: 91.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
VideoonLSMDC
video-to-text R@5· 2022-11-21
44.7
best: 71.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
text-to-video Mean Rank· 2022-11-21
1
best: 28.2 (Collaborative Experts)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
text-to-video R@1· 2022-11-21
51.6
best: 62.9 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
text-to-video R@10· 2022-11-21
85.3
best: 90.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
text-to-video R@5· 2022-11-21
78.1
best: 84.5 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
video-to-text Mean Rank· 2022-11-21
1
best: 10.2 (CenterCLIP (ViT-B/16))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
video-to-text R@1· 2022-11-21
51.8
best: 64.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
video-to-text R@10· 2022-11-21
88
best: 91.1 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonMSR-VTT-1kA
video-to-text R@5· 2022-11-21
80.2
best: 783 (PIDRo)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
text-to-video Mean Rank· 2022-11-21
1
best: 23.1 (Collaborative Experts)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
text-to-video R@1· 2022-11-21
50.6
best: 74.1 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
text-to-video R@5· 2022-11-21
78.7
best: 90.9 (VAST)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
text-to-video R@50· 2022-11-21
98.1
best: 98.2 (CLIP4Clip)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
video-to-text Mean Rank· 2022-11-21
1
best: 6.7 (DiffusionRet+QB-Norm)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
video-to-text R@1· 2022-11-21
50.6
best: 69.7 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonActivityNet
video-to-text R@5· 2022-11-21
78.9
best: 89.1 (UMT-L (ViT-L/16))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonLSMDC
text-to-video R@1· 2022-11-21
25.9
best: 46.4 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonLSMDC
text-to-video R@5· 2022-11-21
46.4
best: 80.1 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonLSMDC
video-to-text Mean Rank· 2022-11-21
8
best: 48.9 (HunYuan_tvr)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonLSMDC
video-to-text R@1· 2022-11-21
26.7
best: 46.7 (InternVideo2-6B)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonLSMDC
video-to-text R@10· 2022-11-21
54.4
best: 91.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427
Video RetrievalonLSMDC
video-to-text R@5· 2022-11-21
44.7
best: 71.8 (HunYuan_tvr (huge))
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations arXiv:2211.11427