Video Captioning on YouCook2

Metric: METEOR (higher is better)

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#	Model↕	METEOR▼	Extra Data	Paper	Date↕	Code
1	UniVL + MELTR	22.56	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
2	UniVL	22.35	Yes	UniVL: A Unified Video and Language Pre-Training...	2020-02-15	Code
3	COOT	19.85	Yes	COOT: Cooperative Hierarchical Transformer for V...	2020-11-01	Code
4	E2vidD6-MASSvid-BiD	18.32	Yes	Multimodal Pretraining for Dense Video Captioning	2020-11-10	Code
5	VLM	18.22	Yes	VLM: Task-agnostic Video-Language Model Pre-trai...	2021-05-20	Code
6	MA-LMM	17.6	No	MA-LMM: Memory-Augmented Large Multimodal Model ...	2024-04-08	Code
7	HowToCaption	15.9	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
8	OmniVL	14.83	No	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
9	TextKG	14.8	No	Text with Knowledge Graph Augmented Transformer ...	2023-03-22	-
10	HiCM²	12.8	Yes	HiCM$^2$: Hierarchical Compact Memory Modeling f...	2024-12-19	Code
11	Vid2Seq (HowTo100M+VidChapters-7M PT)	12.3	Yes	-	-	-
12	VideoBERT + S3D	11.94	No	VideoBERT: A Joint Model for Video and Language ...	2019-04-03	Code
13	Zhou	11.55	No	End-to-End Dense Video Captioning with Masked Tr...	2018-04-03	Code
14	Vid2Seq	9.3	Yes	Vid2Seq: Large-Scale Pretraining of a Visual Lan...	2023-02-27	Code
15	CM²	6.08	No	Do You Remember? Dense Video Captioning with Cro...	2024-04-11	Code
16	GVL	5.01	No	Learning Grounded Vision-Language Representation...	2023-03-11	Code
17	PDVC (TSN features, no SCST)	4.74	No	End-to-End Dense Video Captioning with Parallel ...	2021-08-17	Code
18	Vid2Seq (HowTo100M+VidChapters-7M PT)	3.4	Yes	-	-	-