Video Captioning on MSR-VTT

Metric: METEOR (higher is better)

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#	Model↕	METEOR▼	Extra Data	Paper	Date↕	Code
1	MV-GPT	38.7	Yes	End-to-end Generative Pretraining for Multimodal...	2022-01-20	-
2	mPLUG-2	34.9	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
3	VLAB	33.4	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
4	GIT2	33.1	Yes	GIT: A Generative Image-to-text Transformer for ...	2022-05-27	Code
5	VALOR	32.9	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
6	HowToCaption	32.2	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
7	CLIP-DCD	31.3	No	CLIP Meets Video Captioning: Concept-Aware Repre...	2021-11-30	Code
8	IcoCap (ViT-B/16)	31.1	Yes	-	-	-
9	Vid2Seq	30.8	Yes	Vid2Seq: Large-Scale Pretraining of a Visual Lan...	2023-02-27	Code
10	HiTeA	30.7	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
11	SEM-POS	30.7	No	SEM-POS: Grammatically and Semantically Correct ...	2023-03-26	-
12	TextKG	30.5	No	Text with Knowledge Graph Augmented Transformer ...	2023-03-22	-
13	IcoCap (ViT-B/32)	30.3	Yes	-	-	-
14	CoCap (ViT/L14)	30.3	No	Accurate and Fast Compressed Video Captioning	2023-09-22	Code
15	VASTA (Vatex-backbone)	30.24	No	Diverse Video Captioning by Adaptive Spatio-temp...	2022-08-19	Code
16	VASTA (Kinetics-backbone)	30.2	No	Diverse Video Captioning by Adaptive Spatio-temp...	2022-08-19	Code
17	EMCL-Net	30.2	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
18	UniVL + MELTR	29.26	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code