Video on MSVD

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

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#	Model↕	text-to-video R@10▼	Extra Data	Paper	Date↕	Code
1	HunYuan_tvr (huge)	90.3	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	HunYuan_tvr	90.1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
3	VLAB	89.9	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
4	vid-TLDR (UMT-L)	89.4	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
5	MDMMT-2	89.2	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
6	Side4Video	88.8	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
7	CenterCLIP (ViT-B/16)	88.4	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
8	Cap4Video	88.3	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
9	CAMoE	87.6	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
10	DMAE (ViT-B/32)	86.3	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
11	QB-Norm+CLIP2Video	86.2	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
12	X-Pool	86	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
13	PAU	85.5	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
14	DiffusionRet+QB-Norm	84.8	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
15	CLIP4Clip	84.6	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
16	LAFF	84.6	No	Lightweight Attentional Feature Fusion: A New Ba...	2021-12-03	Code
17	DiffusionRet	84.1	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
18	FROZEN	76.3	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
19	CLIP	73.8	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
20	Collaborative Experts	63.8	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
21	SSML	63.3	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code