Video on MSVD

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	SSML	6	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code
2	Collaborative Experts	6	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
3	CLIP	3	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
4	FROZEN	3	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
5	DMAE (ViT-B/32)	2	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
6	QB-Norm+CLIP2Video	2	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
7	PAU	2	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
8	X-Pool	2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
9	DiffusionRet	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
10	CLIP4Clip	2	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
11	HunYuan_tvr (huge)	1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
12	HunYuan_tvr	1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
13	MDMMT-2	1	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
14	Side4Video	1	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
15	CAMoE	1	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
16	Cap4Video	1	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
17	CenterCLIP (ViT-B/16)	1	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code