Zero-Shot Video Retrieval on MSR-VTT

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#	Model↕	text-to-video Median Rank▼	Extra Data	Paper	Date↕	Code
1	MMT	66	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
2	VATT-MBS	49	No	VATT: Transformers for Multimodal Self-Supervise...	2021-04-22	Code
3	HD-VILA	15	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
4	ALPRO	8	No	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
5	OA-Trans	8	No	Object-aware Video-language Pre-training for Ret...	2021-12-01	Code
6	LaT	8	No	LaT: Latent Translation with Cycle-Consistency f...	2022-07-11	-
7	MILES	7	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
8	Y. Ge et. al.	7	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
9	FROZEN	7	No	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
10	Clover	6	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
11	CLIP4Clip	4	No	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
12	HowToCaption	3	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
13	LanguageBind(ViT-H/14)	2	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
14	LanguageBind(ViT-L/14)	2	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
15	VAST, HowToCaption-finetuned	1	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code