Video Retrieval on ActivityNet

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

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#	Model↕	video-to-text R@1▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	69.7	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	GRAM	66.9	Yes	Gramian Multimodal Representation Learning and A...	2024-12-16	Code
3	UMT-L (ViT-L/16)	64.4	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
4	vid-TLDR (UMT-L)	63.9	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
5	InternVideo	62.8	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
6	HunYuan_tvr	57.7	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
7	EMCL-Net++	50.6	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
8	DiffusionRet+QB-Norm	47.4	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
9	CenterCLIP (ViT-B/16)	46.7	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
10	X-CLIP	46.4	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
11	DiffusionRet	43.8	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
12	EMCL-Net	42.7	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
13	HBI	42.4	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
14	Ours	26.1	No	Video and Text Matching with Conditioned Embeddi...	2021-10-21	Code

#1InternVideo2-6BSOTA
69.7
video-to-text R@1· Extra Data· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding Code
#2GRAM
66.9
video-to-text R@1· Extra Data· 2024-12-16
Gramian Multimodal Representation Learning and Alignment Code
#3UMT-L (ViT-L/16)SOTA
64.4
video-to-text R@1· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#4vid-TLDR (UMT-L)
63.9
video-to-text R@1· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#5InternVideoSOTA
62.8
video-to-text R@1· Extra Data· 2022-12-06
InternVideo: General Video Foundation Models via Generative and Discriminative Learning Code
#6HunYuan_tvrSOTA
57.7
video-to-text R@1· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#7EMCL-Net++
50.6
video-to-text R@1· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#8DiffusionRet+QB-Norm
47.4
video-to-text R@1· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#9CenterCLIP (ViT-B/16)
46.7
video-to-text R@1· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#10X-CLIP
46.4
video-to-text R@1· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#11DiffusionRet
43.8
video-to-text R@1· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#12EMCL-Net
42.7
video-to-text R@1· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#13HBI
42.4
video-to-text R@1· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#14OursSOTA
26.1
video-to-text R@1· 2021-10-21
Video and Text Matching with Conditioned Embeddings Code