Video Retrieval on ActivityNet

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	UMT-L (ViT-L/16)	89.1	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
2	vid-TLDR (UMT-L)	88.7	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	HunYuan_tvr	85.7	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
4	EMCL-Net++	78.9	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
5	CenterCLIP (ViT-B/16)	77.1	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
6	DiffusionRet+QB-Norm	76.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
7	X-CLIP	75.9	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
8	DiffusionRet	75.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
9	EMCL-Net	74	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
10	HBI	73	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
11	Ours	60	No	Video and Text Matching with Conditioned Embeddi...	2021-10-21	Code

#1UMT-L (ViT-L/16)SOTA
89.1
video-to-text R@5· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#2vid-TLDR (UMT-L)
88.7
video-to-text R@5· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#3HunYuan_tvrSOTA
85.7
video-to-text R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#4EMCL-Net++
78.9
video-to-text R@5· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#5CenterCLIP (ViT-B/16)
77.1
video-to-text R@5· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#6DiffusionRet+QB-Norm
76.3
video-to-text R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#7X-CLIP
75.9
video-to-text R@5· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#8DiffusionRet
75.3
video-to-text R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#9EMCL-Net
74
video-to-text R@5· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#10HBI
73
video-to-text R@5· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#11OursSOTA
60
video-to-text R@5· 2021-10-21
Video and Text Matching with Conditioned Embeddings Code