Video on ActivityNet

Metric: text-to-video Median Rank (higher is better)

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#	Model↕	text-to-video Median Rank▼	Extra Data	Paper	Date↕	Code
1	Collaborative Experts	6	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
2	MMT	5	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
3	HD-VILA	4	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
4	MMT-Pretrained	3.3	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
5	TACo	3	Yes	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
6	DiffusionRet+QB-Norm	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
7	CenterCLIP (ViT-B/16)	2	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
8	DiffusionRet	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
9	HBI	2	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
10	CLIP4Clip	2	No	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
11	CLIP-ViP	1	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
12	HunYuan_tvr	1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
13	DMAE (ViT-B/32)	1	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
14	CAMoE	1	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code