Video on MSVD

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	CAMoE	87.6	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
2	HunYuan_tvr (huge)	84	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
3	vid-TLDR (UMT-L)	83.8	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
4	VLAB	83.6	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
5	HunYuan_tvr	83.5	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
6	MDMMT-2	83.1	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
7	Side4Video	81.7	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
8	Cap4Video	80.8	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
9	X-CLIP	80.6	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
10	CenterCLIP (ViT-B/16)	80.3	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
11	DMAE (ViT-B/32)	78.4	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
12	QB-Norm+CLIP2Video	77.9	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
13	PAU	77.4	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
14	X-Pool	77.4	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
15	DiffusionRet+QB-Norm	77.2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
16	CLIP4Clip	76.1	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
17	LAFF	76	No	Lightweight Attentional Feature Fusion: A New Ba...	2021-12-03	Code
18	DiffusionRet	75.9	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
19	FROZEN	64.7	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
20	CLIP	64.1	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
21	SSML	49	No	Noise Estimation Using Density Estimation for Se...	2020-03-06	Code
22	Collaborative Experts	49	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code

#1CAMoESOTA
87.6
text-to-video R@5· Extra Data· 2021-09-09
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss Code
#2HunYuan_tvr (huge)
84
text-to-video R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#3vid-TLDR (UMT-L)
83.8
text-to-video R@5· Extra Data· 2024-03-20
vid-TLDR: Training Free Token merging for Light-weight Video Transformer Code
#4VLAB
83.6
text-to-video R@5· Extra Data· 2023-05-22
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending
#5HunYuan_tvr
83.5
text-to-video R@5· Extra Data· 2022-04-07
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations
#6MDMMT-2
83.1
text-to-video R@5· Extra Data· 2022-03-14
MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization
#7Side4Video
81.7
text-to-video R@5· 2023-11-27
Side4Video: Spatial-Temporal Side Network for Memory-Efficient Image-to-Video Transfer Learning Code
#8Cap4Video
80.8
text-to-video R@5· 2022-12-31
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?Code
#9X-CLIP
80.6
text-to-video R@5· 2022-07-15
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Code
#10CenterCLIP (ViT-B/16)
80.3
text-to-video R@5· Extra Data· 2022-05-02
CenterCLIP: Token Clustering for Efficient Text-Video Retrieval Code
#11DMAE (ViT-B/32)
78.4
text-to-video R@5· 2023-09-20
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Code
#12QB-Norm+CLIP2Video
77.9
text-to-video R@5· Extra Data· 2021-12-23
Cross Modal Retrieval with Querybank Normalisation Code
#13PAU
77.4
text-to-video R@5· 2023-09-29
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval Code
#14X-Pool
77.4
text-to-video R@5· Extra Data· 2022-03-28
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval Code
#15DiffusionRet+QB-Norm
77.2
text-to-video R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#16CLIP4ClipSOTA
76.1
text-to-video R@5· Extra Data· 2021-04-18
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Code
#17LAFF
76
text-to-video R@5· 2021-12-03
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video Retrieval Code
#18DiffusionRet
75.9
text-to-video R@5· 2023-03-17
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Code
#19FROZENSOTA
64.7
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
#20CLIPSOTA
64.1
text-to-video R@5· 2021-02-24
A Straightforward Framework For Video Retrieval Using CLIP Code
#21SSML
49
text-to-video R@5· 2020-03-06
Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning Code
#22Collaborative ExpertsSOTA
49
text-to-video R@5· 2019-07-31
Use What You Have: Video Retrieval Using Representations From Collaborative Experts Code