Video on DiDeMo

Metric: video-to-text R@10 (higher is better)

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#	Model↕	video-to-text R@10▼	Extra Data	Paper	Date↕	Code
1	vid-TLDR (UMT-L)	93.8	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
2	UMT-L (ViT-L/16)	93.3	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
3	GRAM	91.6	Yes	Gramian Multimodal Representation Learning and A...	2024-12-16	Code
4	Cap4Video	87.4	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
5	HunYuan_tvr	87.2	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
6	HunYuan_tvr (huge)	86.8	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
7	PAU	85.7	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
8	DRL	83.3	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
9	DiffusionRet+QB-Norm	82.9	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
10	HBI	82.7	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
11	DiffusionRet	82.2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
12	CAMoE	80.5	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
13	X-CLIP	76.8	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
14	PO Loss	54.9	No	Rudder: A Cross Lingual Video and Text Retrieval...	2021-03-09	Code

#1vid-TLDR (UMT-L)SOTA
93.8
video-to-text R@10· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#2UMT-L (ViT-L/16)SOTA
93.3
video-to-text R@10· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#3GRAM
91.6
video-to-text R@10· Extra Data· 2024-12-16
Gramian Multimodal Representation Learning and Alignment Code
#4Cap4VideoSOTA
87.4
video-to-text R@10· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#5HunYuan_tvrSOTA
87.2
video-to-text R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#6HunYuan_tvr (huge)
86.8
video-to-text R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#7PAU
85.7
video-to-text R@10· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#8DRLSOTA
83.3
video-to-text R@10· Extra Data· 2022-03-14
Disentangled Representation Learning for Text-Video Retrieval Code
#9DiffusionRet+QB-Norm
82.9
video-to-text R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#10HBI
82.7
video-to-text R@10· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#11DiffusionRet
82.2
video-to-text R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#12CAMoESOTA
80.5
video-to-text R@10· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#13X-CLIP
76.8
video-to-text R@10· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#14PO LossSOTA
54.9
video-to-text R@10· 2021-03-09
Rudder: A Cross Lingual Video and Text Retrieval Dataset Code