Video Retrieval on MSVD

Metric: text-to-video R@1 (higher is better)

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#	Model↕	text-to-video R@1▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	61.4	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	HunYuan_tvr (huge)	59	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
3	InternVideo	58.4	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
4	HunYuan_tvr	58.2	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
5	vid-TLDR (UMT-L)	57.9	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
6	VLAB	57.5	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
7	MDMMT-2	56.8	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
8	Side4Video	56.1	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
9	CAMoE	51.8	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
10	Cap4Video	51.8	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
11	CenterCLIP (ViT-B/16)	50.6	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
12	X-CLIP	50.4	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
13	DMAE (ViT-B/32)	48.7	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
14	QB-Norm+CLIP2Video	48	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
15	DiffusionRet+QB-Norm	47.9	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
16	PAU	47.3	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
17	X-Pool	47.2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
18	DiffusionRet	46.6	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
19	CLIP4Clip	46.2	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
20	LAFF	45.4	No	Lightweight Attentional Feature Fusion: A New Ba...	2021-12-03	Code
21	CLIP	37	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
22	FROZEN	33.7	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
23	SSML	20.3	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code
24	Collaborative Experts	19.8	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code