Video Retrieval on ActivityNet

Metric: text-to-video Mean Rank (higher is better)

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#	Model↕	text-to-video Mean Rank▼	Extra Data	Paper	Date↕	Code
1	Collaborative Experts	23.1	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
2	MMT	20.8	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
3	MMT-Pretrained	16	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
4	CLIP4Clip	7.5	No	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
5	DiffusionRet+QB-Norm	6.8	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
6	X-CLIP	6.8	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
7	HBI	6.6	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
8	DiffusionRet	6.5	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
9	CAMoE	6.3	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
10	CenterCLIP (ViT-B/16)	5.7	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
11	DMAE (ViT-B/32)	5.3	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
12	HunYuan_tvr	4	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
13	EMCL-Net	2	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
14	EMCL-Net++	1	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code

#1Collaborative ExpertsSOTA
23.1
text-to-video Mean Rank· 2019-07-31
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Code
#2MMT
20.8
text-to-video Mean Rank· 2020-07-21
Multi-modal Transformer for Video Retrieval Code
#3MMT-Pretrained
16
text-to-video Mean Rank· Extra Data· 2020-07-21
Multi-modal Transformer for Video Retrieval Code
#4CLIP4Clip
7.5
text-to-video Mean Rank· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#5DiffusionRet+QB-Norm
6.8
text-to-video Mean Rank· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#6X-CLIP
6.8
text-to-video Mean Rank· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#7HBI
6.6
text-to-video Mean Rank· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#8DiffusionRet
6.5
text-to-video Mean Rank· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#9CAMoE
6.3
text-to-video Mean Rank· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#10CenterCLIP (ViT-B/16)
5.7
text-to-video Mean Rank· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#11DMAE (ViT-B/32)
5.3
text-to-video Mean Rank· 2023-09-20
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Code
#12HunYuan_tvr
4
text-to-video Mean Rank· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#13EMCL-Net
2
text-to-video Mean Rank· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#14EMCL-Net++
1
text-to-video Mean Rank· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code