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Motion Captioning 벤치마크

Motion Captioning on HumanML3D

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BLEU-4

12.47 15.6 18.73 21.87 25 2022-07 2026-11 TM2T — 22.3 (2022-07-04) MotionGPT — 12.47 (2023-06-26) ST-MLP — 25.0 (2023-10-11) MLP+GRU — 23.4 (2023-10-16) TM2T — 22.3 (2022-07-04) ST-MLP — 25.0 (2023-10-11)
RankModel BLEU-4BERTScore PaperCodeYear
1 ST-MLP 25.040.3 Guided Attention for Interpretable Motion Captioning rd20karim/m2t-interpretable 2023
2 MLP+GRU 23.437.2 Motion2Language, unsupervised learning of synchronized semantic motion segmentation rd20karim/M2T-Segmentation 2023
3 TM2T 22.337.8 TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts EricGuo5513/TM2T 2022
4 MotionGPT 12.4732.4 MotionGPT: Human Motion as a Foreign Language openmotionlab/motiongpt · openmeshlab/meshxl · open3da/ll3da 2023
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