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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	VAST	50.4	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
2	UniVL + MELTR	33.7	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
3	VideoCLIP	32.2	Yes	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
4	MDMMT-2	32	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
5	TACo	29.6	Yes	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
6	UniVL	28.9	Yes	UniVL: A Unified Video and Language Pre-Training...	2020-02-15	Code
7	VLM	27.05	Yes	VLM: Task-agnostic Video-Language Model Pre-trai...	2021-05-20	Code
8	VideoCLIP (zero-shot)	22.7	Yes	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
9	VideoCoCa (zero-shot)	21.7	No	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
10	COOT	16.7	No	COOT: Cooperative Hierarchical Transformer for V...	2020-11-01	Code
11	Text-Video Embedding	8.2	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
12	RoME	6.3	No	RoME: Role-aware Mixture-of-Expert Transformer f...	2022-06-26	Code
13	Satar et al.	5.3	No	Semantic Role Aware Correlation Transformer for ...	2022-06-26	Code
14	HGLMM FV CCA	4.6	No	-	-	-