Video on MSVD

Metric: video-to-text R@5 (higher is better)

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#	Model↕	video-to-text R@5▼	Extra Data	Paper	Date↕	Code
1	HunYuan_tvr (huge)	94.5	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	vid-TLDR (UMT-L)	94.5	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	Cap4Video	93.2	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
4	PAU	93.1	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
5	HunYuan_tvr	91.5	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
6	CAMoE	90.6	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
7	CenterCLIP (ViT-B/16)	90.1	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
8	X-Pool	90	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
9	DiffusionRet	88.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
10	CLIP4Clip	87.3	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
11	DiffusionRet+QB-Norm	86.4	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
12	CLIP	85.2	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code

#1HunYuan_tvr (huge)SOTA
94.5
video-to-text R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#2vid-TLDR (UMT-L)
94.5
video-to-text R@5· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#3Cap4Video
93.2
video-to-text R@5· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#4PAU
93.1
video-to-text R@5· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#5HunYuan_tvr
91.5
video-to-text R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#6CAMoESOTA
90.6
video-to-text R@5· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#7CenterCLIP (ViT-B/16)
90.1
video-to-text R@5· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#8X-Pool
90
video-to-text R@5· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#9DiffusionRet
88.3
video-to-text R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#10CLIP4ClipSOTA
87.3
video-to-text R@5· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#11DiffusionRet+QB-Norm
86.4
video-to-text R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#12CLIPSOTA
85.2
video-to-text R@5· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code