Zero-Shot Video Retrieval on MSR-VTT

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	78.3	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	InternVideo2-1B	75.3	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
3	VAST, HowToCaption-finetuned	73.2	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
4	FluxViT-B	71	Yes	Make Your Training Flexible: Towards Deployment-...	2025-03-18	Code
5	LanguageBind(ViT-H/14)	70	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
6	mPLUG-2	69.7	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
7	VAST	68.3	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
8	FluxViT-S	67.5	Yes	Make Your Training Flexible: Towards Deployment-...	2025-03-18	Code
9	LanguageBind(ViT-L/14)	67.5	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
10	BT-Adapter	64.7	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
11	UMT-L (ViT-L/16)	64.4	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
12	vid-TLDR (UMT-L)	63.9	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
13	Florence	63.8	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
14	HowToCaption	62	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
15	ImageBind	61.8	No	ImageBind: One Embedding Space To Bind Them All	2023-05-09	Code
16	HiTeA-17M	60	No	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
17	OmniVL	58.4	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
18	CLIP4Clip	57	No	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
19	Singularity-17M	56.7	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
20	Yatai Ji et. al.	54.4	No	Seeing What You Miss: Vision-Language Pre-traini...	2022-11-24	Code
21	HiTeA-5M	54.2	No	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
22	Singularity-5M	50.2	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
23	Clover	49.5	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
24	VIOLET	49.5	No	VIOLET : End-to-End Video-Language Transformers ...	2021-11-24	Code
25	OA-Trans	47.5	No	Object-aware Video-language Pre-training for Ret...	2021-12-01	Code
26	MILES	47.2	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
27	FROZEN	46.9	No	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
28	Y. Ge et. al.	46.4	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
29	ALPRO	44.7	No	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
30	LaT	44.1	No	LaT: Latent Translation with Cycle-Consistency f...	2022-07-11	-
31	A. Nagrani et. al.	39.5	Yes	Learning Audio-Video Modalities from Image Capti...	2022-04-01	-
32	HD-VILA	34.4	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
33	TACo	25	No	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
34	Norton	24.1	No	Multi-granularity Correspondence Learning from L...	2024-01-30	Code
35	MIL-NCE	24	No	End-to-End Learning of Visual Representations fr...	2019-12-13	Code
36	VideoCLIP	22.2	No	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
37	SSML	21.3	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code
38	MMT	14.4	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code