Video on MSVD

Metric: video-to-text R@5 (higher is better)

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#	Model↕	video-to-text R@5▼	Extra Data	Paper	Date↕	Code
1	HunYuan_tvr (huge)	94.5	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	vid-TLDR (UMT-L)	94.5	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	Cap4Video	93.2	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
4	PAU	93.1	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
5	HunYuan_tvr	91.5	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
6	CAMoE	90.6	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
7	CenterCLIP (ViT-B/16)	90.1	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
8	X-Pool	90	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
9	DiffusionRet	88.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
10	CLIP4Clip	87.3	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
11	DiffusionRet+QB-Norm	86.4	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
12	CLIP	85.2	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code