Motion Description on HumanML3D (test)
69.9BLEU-1M2T-Interpretable
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M2T-Interpretable2026.02 | 69.9 | 25 | — | 40.3 | — | — | — | — | 61.6 | — | 55.3 | |
| Motion2Language2026.02 | 67 | 23.4 | — | 37.2 | — | — | — | — | 53.7 | — | 53.8 | |
| Basic CoachMeReference=false, Composition=Human Pose Perception + Instruct Motion2025.09 | 65.4 | 24.3 | 48.6 | 45.1 | — | — | — | — | — | — | — | |
| STAGCN*Reference=false, Notes=Combination of STAGCN and Instruct Motion2025.09 | 62.8 | 22.1 | 47 | 43.5 | — | — | — | — | — | — | — | |
| Basic CoachMeReference=true, Composition=Human Pose Perception + Instruct Motion2025.09 | 62.5 | 20.8 | 43.3 | 36.8 | — | — | — | — | — | — | — | |
| TM2TReference=false, Year=20222025.09 | 61.7 | 22.3 | 49.2 | 37.8 | — | — | — | — | — | — | — | |
| TM2T2026.02 | 61.7 | 22.3 | — | 37.8 | — | — | — | — | 72.5 | — | 49.2 | |
| Pad02025.09 | 59 | 18.2 | 41.8 | 35.6 | — | — | — | — | — | — | — | |
| MoRL2026.02 | 56.99 | 20.54 | — | 46.8 | — | — | — | — | 35.8 | — | 51.83 | |
| Motion Agent2026.02 | 54.53 | 17.65 | — | 42.63 | — | — | — | — | 33.74 | — | 48.7 | |
| Seq2Seq(Att)2026.02 | 51.8 | 17.9 | — | 29.1 | — | — | — | — | 58.4 | — | 46.4 | |
| Ours2023.12 | 51.1 | 15.5 | 41.9 | 35 | 55.1 | — | 83.2 | 2.813 | 36.2 | — | — | |
| Lyu et al.2026.02 | 49.7 | 13.62 | — | 33.1 | — | — | — | — | 53.1 | — | 39.2 | |
| AvatarGPT2026.02 | 49.28 | 12.7 | — | 53.58 | — | — | — | — | 32.65 | — | 40.44 | |
| TM2T2023.06 | 48.9 | 7 | 38.1 | 32.2 | 51.6 | — | 82.3 | 2.935 | 16.8 | 10.67 | — | |
| TM2Treproduction_source=MotionGPT/Lyu et al., ground_truth_text=unprocessed2026.02 | 48.9 | 8.27 | — | 32.2 | — | — | — | — | 15.8 | — | 38.1 | |
| TM2T2023.12 | 48.9 | 7 | 38.1 | 32.2 | 51.6 | — | 82.3 | 2.935 | 16.8 | — | — | |
| MotionGPT-2Reference=false, Year=20242025.09 | 48.7 | 13.8 | 37.6 | 32.6 | — | — | — | — | — | — | — | |
| MotionGPT-22026.02 | 48.7 | 13.8 | — | 32.6 | — | — | — | — | 29.8 | — | 37.6 | |
| MotionGPTReference=false, Year=20232025.09 | 48.2 | 12.47 | 37.4 | 32.4 | — | — | — | — | — | — | — | |
| MotionGPTtraining_mode=pre-trained2023.06 | 48.2 | 12.47 | 37.4 | 32.4 | 54.3 | — | 82.7 | 2.821 | 29.2 | 13.04 | — | |
| MotionGPT2026.02 | 48.2 | 12.47 | — | 32.4 | — | — | — | — | 29.2 | — | 37.4 | |
| MotionGPT2023.12 | 48.2 | 12.5 | 37.4 | 32.4 | 54.3 | — | 82.7 | 2.821 | 29.2 | — | — | |
| MotionChain2026.02 | 48.1 | 12.56 | — | 36.9 | — | — | — | — | 33.7 | — | 33.9 | |
| SeqGAN2026.02 | 47.8 | 13.5 | — | 23.4 | — | — | — | — | 50.2 | — | 39.2 | |
| LaMP2026.02 | 47.8 | 13.04 | — | 32.7 | — | — | — | — | 28.9 | — | 37.1 | |
| RAEs2026.02 | 33.3 | 10.2 | — | 10.7 | — | — | — | — | 22.1 | — | 37.5 | |
| Real2023.06 | — | — | — | — | 52.3 | — | 82.8 | 2.901 | — | 12.75 | — | |
| Real motions2023.12 | — | — | — | — | 52.3 | — | 82.8 | 2.901 | — | — | — |