Zero-Shot Video Retrieval on LSMDC

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	55.9	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	InternVideo2-1B	52.4	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
3	VAST, HowToCaption-finetuned	46.5	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
4	mPLUG-2	43.8	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
5	UMT-L (ViT-L/16)	43	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
6	HiTeA-17M	36.7	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
7	BT-Adapter	35.9	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
8	InternVideo	32.4	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
9	Yatai Ji et. al.	32.4	No	Seeing What You Miss: Vision-Language Pre-traini...	2022-11-24	Code
10	HowToCaption	31.7	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
11	HiTeA-5M	31.1	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
12	Clover	29.2	Yes	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
13	CLIP4Clip	28.5	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
14	Y. Ge et. al.	25.9	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
15	MILES	24.7	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
16	SSML	11.6	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code