Video Captioning on YouCook2

Metric: BLEU-4 (higher is better)

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#	Model↕	BLEU-4▼	Extra Data	Paper	Date↕	Code
1	VAST	18.2	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
2	UniVL + MELTR	17.92	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
3	UniVL	17.35	Yes	UniVL: A Unified Video and Language Pre-Training...	2020-02-15	Code
4	VideoCoCa	14.2	Yes	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
5	VLM	12.27	Yes	VLM: Task-agnostic Video-Language Model Pre-trai...	2021-05-20	Code
6	E2vidD6-MASSvid-BiD	12.04	Yes	Multimodal Pretraining for Dense Video Captioning	2020-11-10	Code
7	TextKG	11.7	No	Text with Knowledge Graph Augmented Transformer ...	2023-03-22	-
8	COOT	11.3	Yes	COOT: Cooperative Hierarchical Transformer for V...	2020-11-01	Code
9	COSA	10.1	Yes	COSA: Concatenated Sample Pretrained Vision-Lang...	2023-06-15	Code
10	HowToCaption	8.8	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
11	OmniVL	8.72	No	OmniVL:One Foundation Model for Image-Language a...	2022-09-15	-
12	Zhou	4.38	No	End-to-End Dense Video Captioning with Masked Tr...	2018-04-03	Code
13	VideoBERT + S3D	4.33	No	VideoBERT: A Joint Model for Video and Language ...	2019-04-03	Code