Video on MSR-VTT

Metric: video-to-text R@5 (higher is better)

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#	Model↕	video-to-text R@5▼	Extra Data	Paper	Date↕	Code
1	CAMoE	86.2	Yes	Improving Video-Text Retrieval by Multi-Stream C...	2021-09-09	Code
2	VideoCoCa (zero-shot)	85.2	Yes	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
3	CLIP2Video	82.1	Yes	CLIP2Video: Mastering Video-Text Retrieval via I...	2021-06-21	Code
4	UMT-L (ViT-L/16)	81.6	Yes	Unmasked Teacher: Towards Training-Efficient Vid...	2023-03-28	Code
5	vid-TLDR (UMT-L)	81.6	Yes	vid-TLDR: Training Free Token merging for Light-...	2024-03-20	Code
6	CoCa (zero-shot)	73.4	Yes	CoCa: Contrastive Captioners are Image-Text Foun...	2022-05-04	Code
7	CLIP	69.7	No	A Straightforward Framework For Video Retrieval ...	2021-02-24	Code
8	Ours	56.5	No	Video and Text Matching with Conditioned Embeddi...	2021-10-21	Code
9	Collaborative Experts	40.9	No	Use What You Have: Video Retrieval Using Represe...	2019-07-31	Code
10	Text-Video Embedding	40.2	No	HowTo100M: Learning a Text-Video Embedding by Wa...	2019-06-07	Code
11	JEMC	32.1	No	-	-	Code
12	JSFusion	31.2	No	A Joint Sequence Fusion Model for Video Question...	2018-08-07	Code
13	Kaufman	16.6	No	Temporal Tessellation: A Unified Approach for Vi...	2016-12-21	Code
14	C+LSTM+SA+FC7	12.9	No	Learning Language-Visual Embedding for Movie Und...	2016-09-26	-