Video Retrieval on LSMDC

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)	71.8	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	vid-TLDR (UMT-L)	70.2	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	UMT-L (ViT-L/16)	64.3	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
4	HunYuan_tvr	47.5	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
5	CenterCLIP (ViT-B/16)	46.4	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
6	EMCL-Net++	44.7	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
7	DiffusionRet	43.5	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
8	X-Pool	42.6	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
9	EMCL-Net	40.6	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
10	Ours	34.1	No	Video and Text Matching with Conditioned Embeddi...	2021-10-21	Code
11	CLIP	16.4	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code

#1HunYuan_tvr (huge)SOTA
71.8
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)
70.2
video-to-text R@5· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#3UMT-L (ViT-L/16)
64.3
video-to-text R@5· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#4HunYuan_tvr
47.5
video-to-text R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#5CenterCLIP (ViT-B/16)
46.4
video-to-text R@5· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#6EMCL-Net++
44.7
video-to-text R@5· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#7DiffusionRet
43.5
video-to-text R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#8X-PoolSOTA
42.6
video-to-text R@5· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#9EMCL-Net
40.6
video-to-text R@5· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#10OursSOTA
34.1
video-to-text R@5· 2021-10-21
Video and Text Matching with Conditioned Embeddings Code
#11CLIPSOTA
16.4
video-to-text R@5· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code