Video on LSMDC

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

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#	Model↕	text-to-video R@10▼	Extra Data	Paper	Date↕	Code
1	HunYuan_tvr (huge)	92.8	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	UMT-L (ViT-L/16)	73	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
3	vid-TLDR (UMT-L)	71.4	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
4	mPLUG-2	65.1	Yes	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
5	VALOR	64.1	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
6	CLIP-ViP	60.6	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
7	HiTeA	59	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
8	STAN	58.8	Yes	Revisiting Temporal Modeling for CLIP-based Imag...	2023-01-26	Code
9	MDMMT-2	55.9	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
10	CenterCLIP (ViT-B/16)	55.9	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
11	HunYuan_tvr	55.4	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
12	Clover	54.5	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
13	DiffusionRet	54.3	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
14	VIOLETv2	54.1	No	An Empirical Study of End-to-End Video-Language ...	2022-09-04	Code
15	CAMoE	53.7	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
16	EMCL-Net (Ours)++ LSMDC Rohrbach et al. (2015)	53.7	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
17	X-Pool	53.5	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
18	EMCL-Net	50.9	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
19	CLIP4Clip	49.8	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
20	QB-Norm+CLIP4Clip	49.5	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
21	MDMMT	47.9	Yes	MDMMT: Multidomain Multimodal Transformer for Vi...	2021-03-19	Code
22	HD-VILA	44.1	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
23	MMT-Pretrained	40.1	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
24	FROZEN	39.8	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
25	MMT	38.8	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
26	Collaborative Experts	34.8	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
27	MoEE	34.6	Yes	Learning a Text-Video Embedding from Incomplete ...	2018-04-07	Code
28	JSFusion	34.1	No	A Joint Sequence Fusion Model for Video Question...	2018-08-07	Code
29	CLIP	29.2	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
30	Text-Video Embedding	27.9	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
31	Large-Scale Discriminative Clustering	27.1	No	Learning from Video and Text via Large-Scale Dis...	2017-07-27	Code
32	CT-SAN	25.2	No	End-to-end Concept Word Detection for Video Capt...	2016-10-10	-

#1HunYuan_tvr (huge)SOTA
92.8
text-to-video R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#2UMT-L (ViT-L/16)
73
text-to-video R@10· Extra Data· 2023-03-28
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Code
#3vid-TLDR (UMT-L)
71.4
text-to-video R@10· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#4mPLUG-2
65.1
text-to-video R@10· Extra Data· 2023-02-01
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video Code
#5VALOR
64.1
text-to-video R@10· Extra Data· 2023-04-17
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset Code
#6CLIP-ViP
60.6
text-to-video R@10· Extra Data· 2022-09-14
CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Representation Alignment Code
#7HiTeA
59
text-to-video R@10· Extra Data· 2022-12-30
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training
#8STAN
58.8
text-to-video R@10· Extra Data· 2023-01-26
Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge Transferring Code
#9MDMMT-2SOTA
55.9
text-to-video R@10· Extra Data· 2022-03-14
MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization
#10CenterCLIP (ViT-B/16)
55.9
text-to-video R@10· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#11HunYuan_tvr
55.4
text-to-video R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#12Clover
54.5
text-to-video R@10· 2022-07-16
Clover: Towards A Unified Video-Language Alignment and Fusion Model Code
#13DiffusionRet
54.3
text-to-video R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#14VIOLETv2
54.1
text-to-video R@10· 2022-09-04
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling Code
#15CAMoESOTA
53.7
text-to-video R@10· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#16EMCL-Net (Ours)++ LSMDC Rohrbach et al. (2015)
53.7
text-to-video R@10· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#17X-Pool
53.5
text-to-video R@10· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#18EMCL-Net
50.9
text-to-video R@10· 2022-11-21
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations Code
#19CLIP4ClipSOTA
49.8
text-to-video R@10· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#20QB-Norm+CLIP4Clip
49.5
text-to-video R@10· Extra Data· 2021-12-23
Cross Modal Retrieval with Querybank Normalisation Code
#21MDMMTSOTA
47.9
text-to-video R@10· Extra Data· 2021-03-19
MDMMT: Multidomain Multimodal Transformer for Video Retrieval Code
#22HD-VILA
44.1
text-to-video R@10· 2021-11-19
Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions Code
#23MMT-PretrainedSOTA
40.1
text-to-video R@10· Extra Data· 2020-07-21
Multi-modal Transformer for Video Retrieval Code
#24FROZEN
39.8
text-to-video R@10· Extra Data· 2021-04-01
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Code
#25MMT
38.8
text-to-video R@10· 2020-07-21
Multi-modal Transformer for Video Retrieval Code
#26Collaborative ExpertsSOTA
34.8
text-to-video R@10· 2019-07-31
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Code
#27MoEESOTA
34.6
text-to-video R@10· Extra Data· 2018-04-07
Learning a Text-Video Embedding from Incomplete and Heterogeneous Data Code
#28JSFusion
34.1
text-to-video R@10· 2018-08-07
A Joint Sequence Fusion Model for Video Question Answering and Retrieval Code
#29CLIP
29.2
text-to-video R@10· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code
#30Text-Video Embedding
27.9
text-to-video R@10· 2019-06-07
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Code
#31Large-Scale Discriminative ClusteringSOTA
27.1
text-to-video R@10· 2017-07-27
Learning from Video and Text via Large-Scale Discriminative Clustering Code
#32CT-SANSOTA
25.2
text-to-video R@10· 2016-10-10
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering