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SotA/Computer Vision/Video Retrieval/DiDeMo

Video Retrieval on DiDeMo

Metric: video-to-text R@10 (higher is better)

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#Model↕video-to-text R@10▼Extra DataPaperDate↕Code
1vid-TLDR (UMT-L)93.8Yesvid-TLDR: Training Free Token merging for Light-...2024-03-20Code
2UMT-L (ViT-L/16)93.3YesUnmasked Teacher: Towards Training-Efficient Vid...2023-03-28Code
3GRAM91.6YesGramian Multimodal Representation Learning and A...2024-12-16Code
4Cap4Video87.4NoCap4Video: What Can Auxiliary Captions Do for Te...2022-12-31Code
5HunYuan_tvr87.2YesTencent Text-Video Retrieval: Hierarchical Cross...2022-04-07-
6HunYuan_tvr (huge)86.8YesTencent Text-Video Retrieval: Hierarchical Cross...2022-04-07-
7PAU85.7NoPrototype-based Aleatoric Uncertainty Quantifica...2023-09-29Code
8DRL83.3YesDisentangled Representation Learning for Text-Vi...2022-03-14Code
9DiffusionRet+QB-Norm82.9NoDiffusionRet: Generative Text-Video Retrieval wi...2023-03-17Code
10HBI82.7NoVideo-Text as Game Players: Hierarchical Banzhaf...2023-03-25Code
11DiffusionRet82.2NoDiffusionRet: Generative Text-Video Retrieval wi...2023-03-17Code
12CAMoE80.5YesImproving Video-Text Retrieval by Multi-Stream C...2021-09-09Code
13X-CLIP76.8NoX-CLIP: End-to-End Multi-grained Contrastive Lea...2022-07-15Code
14PO Loss54.9NoRudder: A Cross Lingual Video and Text Retrieval...2021-03-09Code