Video Retrieval on MSR-VTT-1kA

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)	90.8	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
2	OmniVec	89.4	Yes	OmniVec: Learning robust representations with cr...	2023-11-07	-
3	CLIP-ViP	88.2	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
4	STAN	87.8	Yes	Revisiting Temporal Modeling for CLIP-based Imag...	2023-01-26	Code
5	PIDRo	87.6	No	-	-	-
6	DRL	87.6	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
7	TS2-Net	87.4	No	TS2-Net: Token Shift and Selection Transformer f...	2022-07-16	Code
8	DMAE (ViT-B/16)	87.1	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
9	EERCF	86.9	No	Towards Efficient and Effective Text-to-Video Re...	2024-01-01	Code
10	CLIP2TV	86.5	Yes	CLIP2TV: Align, Match and Distill for Video-Text...	2021-11-10	-
11	MuLTI	86	No	MuLTI: Efficient Video-and-Language Understandin...	2023-03-10	-
12	EMCL-Net++	85.3	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
13	CAMoE	85.3	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
14	X-CLIP	84.8	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
15	mPLUG-2	84.7	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
16	RTQ	84.4	No	RTQ: Rethinking Video-language Understanding Bas...	2023-12-01	Code
17	Side4Video	84.2	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
18	X2-VLM (large)	84.2	No	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
19	X2-VLM (base)	84.2	No	X$^2$-VLM: All-In-One Pre-trained Model For Visi...	2022-11-22	Code
20	Cap4Video	83.9	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code
21	SuMA (ViT-B/16)	83.9	No	Video-Text Retrieval by Supervised Sparse Multi-...	2023-02-19	Code
22	UCoFiA	83.5	No	Unified Coarse-to-Fine Alignment for Video-Text ...	2023-09-18	Code
23	TeachCLIP (ViT-B/16)	83.5	No	-	-	Code
24	HBI	83.4	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
25	DiffusionRet+QB-Norm	83.1	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
26	EMCL-Net	83.1	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
27	QB-Norm+CLIP2Video	83	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
28	DiffusionRet	82.7	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
29	TeachCLIP	82.6	No	-	-	Code
30	PAU	82.5	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
31	All-in-one + MELTR	82.5	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
32	X-Pool	82.2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
33	CenterCLIP (ViT-B/16)	82	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
34	LAFF	82	No	Lightweight Attentional Feature Fusion: A New Ba...	2021-12-03	Code
35	HiTeA	81.9	No	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
36	CLIP2Video	81.7	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
37	CLIP4Clip	81.6	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
38	VindLU	80.4	Yes	VindLU: A Recipe for Effective Video-and-Languag...	2022-12-09	Code
39	MDMMT	79.7	Yes	MDMMT: Multidomain Multimodal Transformer for Vi...	2021-03-19	Code
40	Clover	79.4	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
41	OmniVec (pretrained)	78.6	Yes	OmniVec: Learning robust representations with cr...	2023-11-07	-
42	VIOLET + MELTR	78.4	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
43	All-in-one-B	77.1	Yes	All in One: Exploring Unified Video-Language Pre...	2022-03-14	Code
44	Singularity	77	Yes	Revealing Single Frame Bias for Video-and-Langua...	2022-06-07	Code
45	BridgeFormer	75.1	Yes	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
46	MAC	73.9	Yes	Masked Contrastive Pre-Training for Efficient Vi...	2022-12-02	-
47	COTS	73.2	Yes	COTS: Collaborative Two-Stream Vision-Language P...	2022-04-15	-
48	Florence	72.6	Yes	Florence: A New Foundation Model for Computer Vi...	2021-11-22	Code
49	TACo	71.2	No	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
50	FROZEN	70.5	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
51	MMT-Pretrained	69.6	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
52	UniVL + MELTR	68.3	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
53	VLM	67.4	Yes	VLM: Task-agnostic Video-Language Model Pre-trai...	2021-05-20	Code
54	MMT	67.1	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
55	VideoCLIP	66.8	Yes	VideoCLIP: Contrastive Pre-training for Zero-sho...	2021-09-28	Code
56	CLIP	64.2	Yes	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
57	Collaborative Experts	62.4	Yes	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
58	BridgeFormer (Zero-shot)	56.4	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
59	HT-Pretrained	52.8	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
60	HT	48	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
61	JSFusion	43.2	No	A Joint Sequence Fusion Model for Video Question...	2018-08-07	Code