Video on MSR-VTT-1kA

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

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#	Model↕	text-to-video Mean Rank▼	Extra Data	Paper	Date↕	Code
1	Collaborative Experts	28.2	Yes	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
2	MMT	26.7	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
3	MMT-Pretrained	24	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
4	MDMMT	16.5	Yes	MDMMT: Multidomain Multimodal Transformer for Vi...	2021-03-19	Code
5	CLIP4Clip	15.3	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
6	CLIP2Video	14.6	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
7	X-Pool	14.3	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
8	PAU	14	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
9	CenterCLIP (ViT-B/16)	13.8	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
10	CLIP2TV	12.8	Yes	CLIP2TV: Align, Match and Distill for Video-Text...	2021-11-10	-
11	Side4Video	12.8	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
12	Cap4Video	12.4	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
13	CAMoE	12.4	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
14	X-CLIP	12.2	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
15	DiffusionRet	12.1	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
16	DiffusionRet+QB-Norm	12.1	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
17	HBI	12	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
18	DRL	11.4	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
19	PIDRo	10.7	No	-	-	-
20	DMAE (ViT-B/16)	10	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
21	HunYuan_tvr (huge)	9.3	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
22	EMCL-Net	2	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
23	EMCL-Net++	1	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code