Zero-Shot Video Retrieval on MSR-VTT

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	55.9	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	GRAM	54.8	Yes	Gramian Multimodal Representation Learning and A...	2024-12-16	Code
3	InternVideo2-1B	51.9	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
4	VAST, HowToCaption-finetuned	50	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
5	FluxViT-B	49.9	Yes	Make Your Training Flexible: Towards Deployment-...	2025-03-18	Code
6	VAST	49.3	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
7	mPLUG-2	47.1	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
8	FluxViT-S	45	Yes	Make Your Training Flexible: Towards Deployment-...	2025-03-18	Code
9	LanguageBind(ViT-H/14)	44.8	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
10	LanguageBind(ViT-L/14)	42.8	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
11	UMT-L (ViT-L/16)	42.6	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
12	vid-TLDR (UMT-L)	42.1	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
13	BT-Adapter	40.9	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
14	InternVideo	40.7	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
15	Florence	37.6	No	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
16	HowToCaption	37.6	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
17	ImageBind	36.8	No	ImageBind: One Embedding Space To Bind Them All	2023-05-09	Code
18	OmniVL	34.6	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
19	HiTeA-17M	34.4	No	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
20	Singularity-17M	34	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
21	CLIP4Clip	32	No	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
22	Yatai Ji et. al.	30.9	No	Seeing What You Miss: Vision-Language Pre-traini...	2022-11-24	Code
23	HiTeA-5M	29.9	No	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
24	Singularity-5M	28.4	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
25	Clover	26.4	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
26	MILES	26.1	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
27	Y. Ge et. al.	26	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
28	VIOLET	25.9	No	VIOLET : End-to-End Video-Language Transformers ...	2021-11-24	Code
29	FROZEN	24.7	No	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
30	ALPRO	24.1	No	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
31	OA-Trans	23.4	No	Object-aware Video-language Pre-training for Ret...	2021-12-01	Code
32	LaT	23.4	No	LaT: Latent Translation with Cycle-Consistency f...	2022-07-11	-
33	A. Nagrani et. al.	19.4	Yes	Learning Audio-Video Modalities from Image Capti...	2022-04-01	-
34	HD-VILA	14.6	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
35	Norton	10.7	No	Multi-granularity Correspondence Learning from L...	2024-01-30	Code
36	VideoCLIP	10.4	No	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
37	MIL-NCE	9.9	No	End-to-End Learning of Visual Representations fr...	2019-12-13	Code
38	TACo	9.8	No	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
39	SSML	8	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code