Video on MSVD

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	PAU	97.1	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
2	HunYuan_tvr (huge)	96.6	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
3	vid-TLDR (UMT-L)	96.3	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
4	Cap4Video	96.2	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
5	HunYuan_tvr	95	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
6	CenterCLIP (ViT-B/16)	95	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
7	CAMoE	94.6	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
8	X-Pool	94.2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
9	DiffusionRet	92.9	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
10	CLIP4Clip	92.6	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
11	DiffusionRet+QB-Norm	92	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
12	CLIP	90.7	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
13	X-CLIP	90.4	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code

#1PAUSOTA
97.1
video-to-text R@10· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#2HunYuan_tvr (huge)SOTA
96.6
video-to-text R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#3vid-TLDR (UMT-L)
96.3
video-to-text R@10· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#4Cap4Video
96.2
video-to-text R@10· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#5HunYuan_tvr
95
video-to-text R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#6CenterCLIP (ViT-B/16)
95
video-to-text R@10· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#7CAMoESOTA
94.6
video-to-text R@10· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#8X-Pool
94.2
video-to-text R@10· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#9DiffusionRet
92.9
video-to-text R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#10CLIP4ClipSOTA
92.6
video-to-text R@10· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#11DiffusionRet+QB-Norm
92
video-to-text R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#12CLIPSOTA
90.7
video-to-text R@10· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code
#13X-CLIP
90.4
video-to-text R@10· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code