Video on MSVD

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)	90.3	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	HunYuan_tvr	90.1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
3	VLAB	89.9	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
4	vid-TLDR (UMT-L)	89.4	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
5	MDMMT-2	89.2	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
6	Side4Video	88.8	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
7	CenterCLIP (ViT-B/16)	88.4	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
8	Cap4Video	88.3	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
9	CAMoE	87.6	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
10	DMAE (ViT-B/32)	86.3	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
11	QB-Norm+CLIP2Video	86.2	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
12	X-Pool	86	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
13	PAU	85.5	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
14	DiffusionRet+QB-Norm	84.8	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
15	CLIP4Clip	84.6	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
16	LAFF	84.6	No	Lightweight Attentional Feature Fusion: A New Ba...	2021-12-03	Code
17	DiffusionRet	84.1	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
18	FROZEN	76.3	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
19	CLIP	73.8	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
20	Collaborative Experts	63.8	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
21	SSML	63.3	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code

#1HunYuan_tvr (huge)SOTA
90.3
text-to-video R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#2HunYuan_tvr
90.1
text-to-video R@10· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#3VLAB
89.9
text-to-video R@10· Extra Data· 2023-05-22
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending
#4vid-TLDR (UMT-L)
89.4
text-to-video R@10· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#5MDMMT-2SOTA
89.2
text-to-video R@10· Extra Data· 2022-03-14
MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization
#6Side4Video
88.8
text-to-video R@10· 2023-11-27
Side4Video: Spatial-Temporal Side Network for Memory-Efficient Image-to-Video Transfer Learning Code
#7CenterCLIP (ViT-B/16)
88.4
text-to-video R@10· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#8Cap4Video
88.3
text-to-video R@10· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#9CAMoESOTA
87.6
text-to-video R@10· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#10DMAE (ViT-B/32)
86.3
text-to-video R@10· 2023-09-20
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Code
#11QB-Norm+CLIP2Video
86.2
text-to-video R@10· Extra Data· 2021-12-23
Cross Modal Retrieval with Querybank Normalisation Code
#12X-Pool
86
text-to-video R@10· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#13PAU
85.5
text-to-video R@10· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#14DiffusionRet+QB-Norm
84.8
text-to-video R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#15CLIP4ClipSOTA
84.6
text-to-video R@10· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#16LAFF
84.6
text-to-video R@10· 2021-12-03
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video Retrieval Code
#17DiffusionRet
84.1
text-to-video R@10· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#18FROZENSOTA
76.3
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
#19CLIPSOTA
73.8
text-to-video R@10· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code
#20Collaborative ExpertsSOTA
63.8
text-to-video R@10· 2019-07-31
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Code
#21SSML
63.3
text-to-video R@10· 2020-03-06
Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning Code