Video Retrieval on MSR-VTT-1kA

Metric: text-to-video Median Rank (higher is better)

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#	Model↕	text-to-video Median Rank▼	Extra Data	Paper	Date↕	Code
1	JSFusion	13	No	A Joint Sequence Fusion Model for Video Question...	2018-08-07	Code
2	HT	12	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
3	HT-Pretrained	9	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
4	BridgeFormer (Zero-shot)	7	No	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
5	Collaborative Experts	6	Yes	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
6	CLIP	4	Yes	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
7	UniVL + MELTR	4	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
8	TACo	4	No	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
9	VLM	4	Yes	VLM: Task-agnostic Video-Language Model Pre-trai...	2021-05-20	Code
10	MMT-Pretrained	4	Yes	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
11	MMT	4	No	Multi-modal Transformer for Video Retrieval	2020-07-21	Code
12	MAC	3	Yes	Masked Contrastive Pre-Training for Efficient Vi...	2022-12-02	-
13	BridgeFormer	3	Yes	Bridging Video-text Retrieval with Multiple Choi...	2022-01-13	Code
14	VIOLET + MELTR	3	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
15	FROZEN	3	Yes	Frozen in Time: A Joint Video and Image Encoder ...	2021-04-01	Code
16	X-CLIP	2	No	X-CLIP: End-to-End Multi-grained Contrastive Lea...	2022-07-15	Code
17	DiffusionRet	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
18	DiffusionRet+QB-Norm	2	No	DiffusionRet: Generative Text-Video Retrieval wi...	2023-03-17	Code
19	CAMoE	2	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
20	HBI	2	No	Video-Text as Game Players: Hierarchical Banzhaf...	2023-03-25	Code
21	PAU	2	No	Prototype-based Aleatoric Uncertainty Quantifica...	2023-09-29	Code
22	CenterCLIP (ViT-B/16)	2	Yes	CenterCLIP: Token Clustering for Efficient Text-...	2022-05-02	Code
23	QB-Norm+CLIP2Video	2	Yes	Cross Modal Retrieval with Querybank Normalisation	2021-12-23	Code
24	X-Pool	2	Yes	X-Pool: Cross-Modal Language-Video Attention for...	2022-03-28	Code
25	CLIP2Video	2	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
26	Clover	2	No	Clover: Towards A Unified Video-Language Alignme...	2022-07-16	Code
27	MDMMT	2	Yes	MDMMT: Multidomain Multimodal Transformer for Vi...	2021-03-19	Code
28	COTS	2	Yes	COTS: Collaborative Two-Stream Vision-Language P...	2022-04-15	-
29	CLIP4Clip	2	Yes	CLIP4Clip: An Empirical Study of CLIP for End to...	2021-04-18	Code
30	HunYuan_tvr (huge)	1	Yes	Tencent Text-Video Retrieval: Hierarchical Cross...	2022-04-07	-
31	CLIP-ViP	1	Yes	CLIP-ViP: Adapting Pre-trained Image-Text Model ...	2022-09-14	Code
32	PIDRo	1	No	-	-	-
33	DMAE (ViT-B/16)	1	No	Dual-Modal Attention-Enhanced Text-Video Retriev...	2023-09-20	Code
34	STAN	1	Yes	Revisiting Temporal Modeling for CLIP-based Imag...	2023-01-26	Code
35	DRL	1	Yes	Disentangled Representation Learning for Text-Vi...	2022-03-14	Code
36	CLIP2TV	1	Yes	CLIP2TV: Align, Match and Distill for Video-Text...	2021-11-10	-
37	Side4Video	1	No	Side4Video: Spatial-Temporal Side Network for Me...	2023-11-27	Code
38	Cap4Video	1	No	Cap4Video: What Can Auxiliary Captions Do for Te...	2022-12-31	Code