Zero-Shot Video Retrieval on DiDeMo

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	80	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	InternVideo2-1B	80	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
3	VAST	74.3	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
4	vid-TLDR (UMT-L)	74	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
5	UMT-L (ViT-L/16)	72.9	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
6	mPLUG-2	71.1	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
7	HiTeA-17M	69.3	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
8	LanguageBind(ViT-H/14)	66.1	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
9	LanguageBind(ViT-L/14)	65.5	Yes	LanguageBind: Extending Video-Language Pretraini...	2023-10-03	Code
10	BT-Adapter	61.9	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
11	Singularity-17M	61.7	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
12	Singularity-5M	61.1	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
13	HiTeA-5M	60.1	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
14	OmniVL	58.7	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
15	InternVideo	57.6	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
16	Clover	55.2	Yes	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
17	Y. Ge et. al.	50.6	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
18	OA-Trans	50.4	No	Object-aware Video-language Pre-training for Ret...	2021-12-01	Code
19	MILES	50.3	No	MILES: Visual BERT Pre-training with Injected La...	2022-04-26	Code
20	VIOLET	49.8	No	VIOLET : End-to-End Video-Language Transformers ...	2021-11-24	Code
21	ALPRO	47.3	No	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
22	VideoCLIP	46.9	No	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
23	M. Bain et. al.	46.4	No	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
24	FROZEN	46	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
25	LaT	45.9	No	LaT: Latent Translation with Cycle-Consistency f...	2022-07-11	-