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SotA/Computer Vision/Video/ActivityNet

Video on ActivityNet

Metric: video-to-text R@1 (higher is better)

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#Model↕video-to-text R@1▼Extra DataPaperDate↕Code
1InternVideo2-6B69.7YesInternVideo2: Scaling Foundation Models for Mult...2024-03-22Code
2GRAM66.9YesGramian Multimodal Representation Learning and A...2024-12-16Code
3UMT-L (ViT-L/16)64.4YesUnmasked Teacher: Towards Training-Efficient Vid...2023-03-28Code
4vid-TLDR (UMT-L)63.9Yesvid-TLDR: Training Free Token merging for Light-...2024-03-20Code
5InternVideo62.8YesInternVideo: General Video Foundation Models via...2022-12-06Code
6HunYuan_tvr57.7YesTencent Text-Video Retrieval: Hierarchical Cross...2022-04-07-
7EMCL-Net++50.6NoExpectation-Maximization Contrastive Learning fo...2022-11-21Code
8DiffusionRet+QB-Norm47.4NoDiffusionRet: Generative Text-Video Retrieval wi...2023-03-17Code
9CenterCLIP (ViT-B/16)46.7YesCenterCLIP: Token Clustering for Efficient Text-...2022-05-02Code
10X-CLIP46.4NoX-CLIP: End-to-End Multi-grained Contrastive Lea...2022-07-15Code
11DiffusionRet43.8NoDiffusionRet: Generative Text-Video Retrieval wi...2023-03-17Code
12EMCL-Net42.7NoExpectation-Maximization Contrastive Learning fo...2022-11-21Code
13HBI42.4NoVideo-Text as Game Players: Hierarchical Banzhaf...2023-03-25Code
14Ours26.1NoVideo and Text Matching with Conditioned Embeddi...2021-10-21Code