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SotA/Computer Vision/Video Captioning/MSR-VTT

Video Captioning on MSR-VTT

Metric: ROUGE-L (higher is better)

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#Model↕ROUGE-L▼Extra DataPaperDate↕Code
1mPLUG-270.1NomPLUG-2: A Modularized Multi-modal Foundation Mo...2023-02-01Code
2VLAB68.3YesVLAB: Enhancing Video Language Pre-training by F...2023-05-22-
3GIT268.2YesGIT: A Generative Image-to-text Transformer for ...2022-05-27Code
4VALOR68YesVALOR: Vision-Audio-Language Omni-Perception Pre...2023-04-17Code
5VideoCoCa68YesVideoCoCa: Video-Text Modeling with Zero-Shot Tr...2022-12-09-
6HowToCaption66.3NoHowToCaption: Prompting LLMs to Transform Video ...2023-10-07Code
7RTQ66.1YesRTQ: Rethinking Video-language Understanding Bas...2023-12-01Code
8HiTeA65YesHiTeA: Hierarchical Temporal-Aware Video-Languag...2022-12-30-
9IcoCap (ViT-B/16)64.9Yes---
10TextKG64.8NoText with Knowledge Graph Augmented Transformer ...2023-03-22-
11CLIP-DCD64.8NoCLIP Meets Video Captioning: Concept-Aware Repre...2021-11-30Code
12IcoCap (ViT-B/32)64.3Yes---
13SEM-POS64.1NoSEM-POS: Grammatically and Semantically Correct ...2023-03-26-
14MV-GPT64YesEnd-to-end Generative Pretraining for Multimodal...2022-01-20-
15CoCap (ViT/L14)63.4NoAccurate and Fast Compressed Video Captioning2023-09-22Code
16EMCL-Net63.2NoExpectation-Maximization Contrastive Learning fo...2022-11-21Code
17VASTA (Vatex-backbone)62.9NoDiverse Video Captioning by Adaptive Spatio-temp...2022-08-19Code
18VASTA (Kinetics-backbone)62.5NoDiverse Video Captioning by Adaptive Spatio-temp...2022-08-19Code
19UniVL + MELTR62.35NoMELTR: Meta Loss Transformer for Learning to Fin...2023-03-23Code