Zero-Shot Video Retrieval on MSVD

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

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#	Model↕	text-to-video R@5▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	84.4	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	InternVideo2-1B	83	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
3	LanguageBind(ViT-L/14)	81.1	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
4	VAST, HowToCaption-finetuned	80.9	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
5	LanguageBind(ViT-H/14)	80.4	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
6	vid-TLDR (UMT-L)	77.6	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
7	UMT-L (ViT-L/16)	76.9	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
8	MILES	76.2	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
9	Y. Ge et. al.	74.9	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
10	HowToCaption	73.3	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
11	LaT	68.6	No	LaT: Latent Translation with Cycle-Consistency f...	2022-07-11	-
12	CLIP4Clip	66.9	No	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
13	SSML	35.7	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code