Video Retrieval on MSR-VTT

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	C+LSTM+SA+FC7	55	No	Learning Language-Visual Embedding for Movie Und...	2016-09-26	-
2	Kaufman	41	No	Temporal Tessellation: A Unified Approach for Vi...	2016-12-21	Code
3	JEMC	29.7	No	-	-	Code
4	RoME	17	No	RoME: Role-aware Mixture-of-Expert Transformer f...	2022-06-26	Code
5	Collaborative Experts	16	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
6	JSFusion	13	No	A Joint Sequence Fusion Model for Video Question...	2018-08-07	Code
7	CLIP	10	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
8	Text-Video Embedding	9	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
9	MDMMT	6	Yes	MDMMT: Multidomain Multimodal Transformer for Vi...	2021-03-19	Code
10	UniVL	6	Yes	UniVL: A Unified Video and Language Pre-Training...	2020-02-15	Code
11	TACo	5	Yes	TACo: Token-aware Cascade Contrastive Learning f...	2021-08-23	-
12	CLIP2Video	4	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
13	UniVL + MELTR	4	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
14	MDMMT-2	3	Yes	MDMMT-2: Multidomain Multimodal Transformer for ...	2022-03-14	-
15	VIOLET + MELTR	3	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
16	CLIP2TV	3	Yes	CLIP2TV: Align, Match and Distill for Video-Text...	2021-11-10	-
17	CAMoE	3	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
18	COTS	3	No	COTS: Collaborative Two-Stream Vision-Language P...	2022-04-15	-
19	Ours	3	No	Video and Text Matching with Conditioned Embeddi...	2021-10-21	Code