Video on LSMDC

Metric: text-to-video R@1 (higher is better)

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#	Model↕	text-to-video R@1▼	Extra Data	Paper	Date↕	Code
1	InternVideo2-6B	46.4	Yes	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
2	vid-TLDR (UMT-L)	43.1	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
3	UMT-L (ViT-L/16)	43	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
4	HunYuan_tvr (huge)	40.4	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
5	COSA	39.4	Yes	COSA: Concatenated Sample Pretrained Vision-Lang...	2023-06-15	Code
6	mPLUG-2	34.4	Yes	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
7	VALOR	34.2	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
8	InternVideo	34	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
9	CLIP-ViP	30.7	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
10	HunYuan_tvr	29.7	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
11	STAN	29.2	Yes	Revisiting Temporal Modeling for CLIP-based Imag...	2023-01-26	Code
12	HiTeA	28.7	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
13	MDMMT-2	26.9	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
14	X-CLIP	26.1	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
15	EMCL-Net++	25.9	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
16	CAMoE	25.9	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
17	X-Pool	25.2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
18	Clover	24.8	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
19	DiffusionRet	24.4	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
20	CenterCLIP (ViT-B/16)	24.2	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
21	VIOLETv2	24	No	An Empirical Study of End-to-End Video-Language ...	2022-09-04	Code
22	EMCL-Net	23.9	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
23	QB-Norm+CLIP4Clip	22.4	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
24	CLIP4Clip	21.6	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
25	MDMMT	18.8	Yes	MDMMT: Multidomain Multimodal Transformer for Vi...	2021-03-19	Code
26	HD-VILA	17.4	No	Advancing High-Resolution Video-Language Represe...	2021-11-19	Code
27	FROZEN	15	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
28	Ours	14.9	No	Video and Text Matching with Conditioned Embeddi...	2021-10-21	Code
29	MMT-Pretrained	13.5	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
30	MMT	13.2	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
31	CLIP	11.3	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
32	Collaborative Experts	11.2	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
33	MoEE	10.1	Yes	Learning a Text-Video Embedding from Incomplete ...	2018-04-07	Code
34	JSFusion	9.1	No	A Joint Sequence Fusion Model for Video Question...	2018-08-07	Code
35	Large-Scale Discriminative Clustering	7.3	No	Learning from Video and Text via Large-Scale Dis...	2017-07-27	Code
36	Text-Video Embedding	7.2	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
37	CT-SAN	5.1	No	End-to-end Concept Word Detection for Video Capt...	2016-10-10	-