Video on MSR-VTT-1kA

Metric: video-to-text R@10 (higher is better)

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#	Model↕	video-to-text R@10▼	Extra Data	Paper	Date↕	Code
1	HunYuan_tvr (huge)	91.1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	EMCL-Net++	88	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
3	DRL	87.4	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
4	PIDRo	87.3	No	-	-	-
5	DMAE (ViT-B/16)	87.2	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
6	HunYuan_tvr	85.8	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
7	CLIP2TV	85.7	Yes	CLIP2TV: Align, Match and Distill for Video-Text...	2021-11-10	-
8	Cap4Video	85	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
9	X-CLIP	84.5	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
10	DiffusionRet	84.5	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
11	SuMA (ViT-B/16)	84.3	No	Video-Text Retrieval by Supervised Sparse Multi-...	2023-02-19	Code
12	HBI	84.3	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
13	X-Pool	84	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
14	DiffusionRet+QB-Norm	83.8	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
15	CAMoE	83.8	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
16	EMCL-Net	83.5	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
17	CenterCLIP (ViT-B/16)	83.3	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
18	PAU	83.2	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
19	UCoFiA	83	No	Unified Coarse-to-Fine Alignment for Video-Text ...	2023-09-18	Code
20	CLIP2Video	82.1	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
21	CLIP4Clip	80.6	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
22	CLIP	62.6	Yes	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code