Video on MSVD

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

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#	Model↕	video-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	85.2	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	vid-TLDR (UMT-L)	82.7	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	InternVideo	76.3	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
4	HunYuan_tvr (huge)	73	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
5	Cap4Video	70	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
6	CAMoE	69.3	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
7	HunYuan_tvr	69.1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
8	PAU	68.9	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
9	CenterCLIP (ViT-B/16)	68.4	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
10	X-CLIP	66.8	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
11	X-Pool	66.4	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
12	CLIP4Clip	62	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
13	DiffusionRet	61.9	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
14	DiffusionRet+QB-Norm	60.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
15	CLIP	59.9	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code