Video on DiDeMo

Metric: text-to-video R@5 (higher is better)

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#	Model↕	text-to-video R@5▼	Extra Data	Paper	Date↕	Code
1	vid-TLDR (UMT-L)	91.2	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
2	UMT-L (ViT-L/16)	90.1	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
3	VAST	89	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
4	TESTA (ViT-B/16)	87.2	Yes	TESTA: Temporal-Spatial Token Aggregation for Lo...	2023-10-29	Code
5	VindLU	85.8	Yes	VindLU: A Recipe for Effective Video-and-Languag...	2022-12-09	Code
6	VALOR	85.3	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
7	RTQ	84.1	No	RTQ: Rethinking Video-language Understanding Bas...	2023-12-01	Code
8	CLIP-ViP	82	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
9	HiTeA	81.7	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
10	VLAB	81.6	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
11	MuLTI	80.2	Yes	MuLTI: Efficient Video-and-Language Understandin...	2023-03-10	-
12	OmniVL	79.5	Yes	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
13	Singularity	79.4	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
14	Cap4Video	79.4	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
15	DMAE (ViT-B/32)	79.3	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
16	X-CLIP	79.3	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
17	mPLUG-2	79.1	Yes	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
18	STAN	78.4	Yes	Revisiting Temporal Modeling for CLIP-based Imag...	2023-01-26	Code
19	HunYuan_tvr	78.2	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
20	HunYuan_tvr (huge)	77.8	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
21	Aurora (ours, r=64)	77.4	No	-	-	-
22	Clover	76.7	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
23	DRL	76.5	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
24	VIOLETv2	76.5	No	An Empirical Study of End-to-End Video-Language ...	2022-09-04	Code
25	PAU	76	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
26	DiffusionRet+QB-Norm	75.5	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
27	HBI	74.9	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
28	DiffusionRet	74.7	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
29	CAMoE	71.4	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
30	QB-Norm+CLIP4Clip	71.4	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
31	CLIP4Clip	70.2	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
32	ALPRO	67.5	Yes	Align and Prompt: Video-and-Language Pre-trainin...	2021-12-17	Code
33	FROZEN	59.8	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
34	HD-VILA	57.4	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
35	Collaborative Experts	41.1	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code

#1vid-TLDR (UMT-L)SOTA
91.2
text-to-video R@5· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#2UMT-L (ViT-L/16)SOTA
90.1
text-to-video R@5· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#3VAST
89
text-to-video R@5· Extra Data· 2023-05-29
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset Code
#4TESTA (ViT-B/16)
87.2
text-to-video R@5· Extra Data· 2023-10-29
TESTA: Temporal-Spatial Token Aggregation for Long-form Video-Language Understanding Code
#5VindLUSOTA
85.8
text-to-video R@5· Extra Data· 2022-12-09
VindLU: A Recipe for Effective Video-and-Language Pretraining Code
#6VALOR
85.3
text-to-video R@5· Extra Data· 2023-04-17
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset Code
#7RTQ
84.1
text-to-video R@5· 2023-12-01
RTQ: Rethinking Video-language Understanding Based on Image-text Model Code
#8CLIP-ViPSOTA
82
text-to-video R@5· Extra Data· 2022-09-14
CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Representation Alignment Code
#9HiTeA
81.7
text-to-video R@5· Extra Data· 2022-12-30
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
#10VLAB
81.6
text-to-video R@5· Extra Data· 2023-05-22
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending
#11MuLTI
80.2
text-to-video R@5· Extra Data· 2023-03-10
MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling
#12OmniVL
79.5
text-to-video R@5· Extra Data· 2022-09-15
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
#13SingularitySOTA
79.4
text-to-video R@5· Extra Data· 2022-06-07
Revealing Single Frame Bias for Video-and-Language Learning Code
#14Cap4Video
79.4
text-to-video R@5· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#15DMAE (ViT-B/32)
79.3
text-to-video R@5· 2023-09-20
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Code
#16X-CLIP
79.3
text-to-video R@5· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#17mPLUG-2
79.1
text-to-video R@5· Extra Data· 2023-02-01
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video Code
#18STAN
78.4
text-to-video R@5· Extra Data· 2023-01-26
Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge Transferring Code
#19HunYuan_tvrSOTA
78.2
text-to-video R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#20HunYuan_tvr (huge)
77.8
text-to-video R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#21Aurora (ours, r=64)
77.4
text-to-video R@5
No paper
#22Clover
76.7
text-to-video R@5· 2022-07-16
Clover: Towards A Unified Video-Language Alignment and Fusion Model Code
#23DRLSOTA
76.5
text-to-video R@5· Extra Data· 2022-03-14
Disentangled Representation Learning for Text-Video Retrieval Code
#24VIOLETv2
76.5
text-to-video R@5· 2022-09-04
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling Code
#25PAU
76
text-to-video R@5· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#26DiffusionRet+QB-Norm
75.5
text-to-video R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#27HBI
74.9
text-to-video R@5· 2023-03-25
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning Code
#28DiffusionRet
74.7
text-to-video R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#29CAMoESOTA
71.4
text-to-video R@5· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#30QB-Norm+CLIP4Clip
71.4
text-to-video R@5· Extra Data· 2021-12-23
Cross Modal Retrieval with Querybank Normalisation Code
#31CLIP4ClipSOTA
70.2
text-to-video R@5· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#32ALPRO
67.5
text-to-video R@5· Extra Data· 2021-12-17
Align and Prompt: Video-and-Language Pre-training with Entity Prompts Code
#33FROZENSOTA
59.8
text-to-video R@5· Extra Data· 2021-04-01
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Code
#34HD-VILA
57.4
text-to-video R@5· 2021-11-19
Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions Code
#35Collaborative ExpertsSOTA
41.1
text-to-video R@5· 2019-07-31
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Code