Zero-Shot Video Retrieval on ActivityNet

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

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#	Model↕	text-to-video R@1▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	63.2	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	InternVideo2-1B	60.4	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
3	GRAM	59	Yes	Gramian Multimodal Representation Learning and A...	2024-12-16	Code
4	UMT-L (ViT-L/16)	42.8	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
5	vid-TLDR (UMT-L)	42.8	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
6	LanguageBind(ViT-H/14)	41	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
7	LanguageBind(ViT-L/14)	38.4	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
8	BT-Adapter	37	Yes	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
9	VideoCoCa	34.5	Yes	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
10	Singularity-temporal-5M	30.8	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
11	InternVideo	30.7	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
12	Singularity-temporal-17M	30.6	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code