Video on DiDeMo

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	43.7	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
2	PO Loss	40.2	No	Rudder: A Cross Lingual Video and Text Retrieval...	2021-03-09	Code
3	CLIP4Clip	17.5	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
4	CAMoE	16.3	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
5	DiffusionRet	14.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
6	DiffusionRet+QB-Norm	14.1	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
7	HunYuan_tvr (huge)	13.7	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
8	PAU	12.9	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
9	X-CLIP	12.6	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
10	HBI	12.1	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
11	DRL	11.5	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
12	HunYuan_tvr	11.1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
13	DMAE (ViT-B/32)	10.5	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
14	Cap4Video	10.5	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code

#1Collaborative ExpertsSOTA
43.7
text-to-video Mean Rank· 2019-07-31
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Code
#2PO Loss
40.2
text-to-video Mean Rank· 2021-03-09
Rudder: A Cross Lingual Video and Text Retrieval Dataset Code
#3CLIP4Clip
17.5
text-to-video Mean Rank· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#4CAMoE
16.3
text-to-video Mean Rank· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#5DiffusionRet
14.3
text-to-video Mean Rank· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#6DiffusionRet+QB-Norm
14.1
text-to-video Mean Rank· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#7HunYuan_tvr (huge)
13.7
text-to-video Mean Rank· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#8PAU
12.9
text-to-video Mean Rank· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#9X-CLIP
12.6
text-to-video Mean Rank· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#10HBI
12.1
text-to-video Mean Rank· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#11DRL
11.5
text-to-video Mean Rank· Extra Data· 2022-03-14
Disentangled Representation Learning for Text-Video Retrieval Code
#12HunYuan_tvr
11.1
text-to-video Mean Rank· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#13DMAE (ViT-B/32)
10.5
text-to-video Mean Rank· 2023-09-20
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Code
#14Cap4Video
10.5
text-to-video Mean Rank· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code