Video Captioning on MSR-VTT

Metric: BLEU-4 (higher is better)

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#	Model↕	BLEU-4▼	Extra Data	Paper	Date↕	Code
1	mPLUG-2	57.8	No	mPLUG-2: A Modularized Multi-modal Foundation Mo...	2023-02-01	Code
2	VAST	56.7	Yes	VAST: A Vision-Audio-Subtitle-Text Omni-Modality...	2023-05-29	Code
3	GIT2	54.8	Yes	GIT: A Generative Image-to-text Transformer for ...	2022-05-27	Code
4	VLAB	54.6	Yes	VLAB: Enhancing Video Language Pre-training by F...	2023-05-22	-
5	VALOR	54.4	Yes	VALOR: Vision-Audio-Language Omni-Perception Pre...	2023-04-17	Code
6	VideoCoCa	53.8	Yes	VideoCoCa: Video-Text Modeling with Zero-Shot Tr...	2022-12-09	-
7	COSA	53.7	Yes	COSA: Concatenated Sample Pretrained Vision-Lang...	2023-06-15	Code
8	HowToCaption	49.8	No	HowToCaption: Prompting LLMs to Transform Video ...	2023-10-07	Code
9	RTQ	49.6	Yes	RTQ: Rethinking Video-language Understanding Bas...	2023-12-01	Code
10	HiTeA	49.2	Yes	HiTeA: Hierarchical Temporal-Aware Video-Languag...	2022-12-30	-
11	MV-GPT	48.9	Yes	End-to-end Generative Pretraining for Multimodal...	2022-01-20	-
12	CLIP-DCD	48.2	No	CLIP Meets Video Captioning: Concept-Aware Repre...	2021-11-30	Code
13	IcoCap (ViT-B/16)	47	Yes	-	-	-
14	TextKG	46.6	No	Text with Knowledge Graph Augmented Transformer ...	2023-03-22	-
15	IcoCap (ViT-B/32)	46.1	Yes	-	-	-
16	EMCL-Net	45.3	No	Expectation-Maximization Contrastive Learning fo...	2022-11-21	Code
17	SEM-POS	45.2	No	SEM-POS: Grammatically and Semantically Correct ...	2023-03-26	-
18	CoCap (ViT/L14)	44.4	No	Accurate and Fast Compressed Video Captioning	2023-09-22	Code
19	VASTA (Vatex-backbone)	44.21	No	Diverse Video Captioning by Adaptive Spatio-temp...	2022-08-19	Code
20	UniVL + MELTR	44.17	No	MELTR: Meta Loss Transformer for Learning to Fin...	2023-03-23	Code
21	VASTA (Kinetics-backbone)	43.4	No	Diverse Video Captioning by Adaptive Spatio-temp...	2022-08-19	Code