Motion-to-Text on HumanML3D
60.2R@1MotionMERGE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MotionMERGE2026.05 | 60.2 | 88 | 2.51 | — | 9.44 | — | — | 38.8 | — | — | |
| MG-MotionLLM2026.03 | 59.2 | 86.6 | 2.581 | — | 8.06 | — | — | 36.7 | — | — | |
| MG-MotionLLM2026.05 | 59.2 | 86.6 | 2.581 | — | 8.06 | — | — | 36.7 | — | — | |
| UniMotionModel Type=unified multi-task model2026.03 | 56.2 | 85.7 | 2.481 | 60.4 | 20.7 | 46.5 | 39.3 | 41.2 | — | — | |
| MotionGPT-22024.10 | 55.8 | 83.8 | 2.767 | 48.7 | 13.8 | 37.6 | 29.8 | 32.6 | 73.8 | 15.27 | |
| LaMPM2T2026.03 | 54.7 | 83.1 | 2.808 | 47.8 | 13.04 | 37.1 | 28.9 | 32.7 | — | — | |
| UniMotion†Model Type=single-task model2026.03 | 54.7 | 84.3 | 2.562 | 56.9 | 18.6 | 44.7 | 35.4 | 38.5 | — | — | |
| LaMP-M2T2026.05 | 54.7 | 83.1 | 2.808 | — | 13.04 | — | — | 32.7 | — | — | |
| MotionGPT2026.03 | 54.3 | 82.7 | 2.821 | 48.2 | 12.47 | 37.4 | 29.2 | 32.4 | — | — | |
| MotionGPT2026.05 | 54.3 | 82.7 | 2.821 | — | 12.47 | — | — | 32.4 | — | — | |
| MotionGPTunprocessed ground truth texts=true2024.10 | 54.3 | 82.7 | 2.821 | 48.2 | 12.5 | 37.4 | 29.2 | 32.4 | — | 13.04 | |
| RealType=Reference2026.03 | 52.3 | 82.8 | 2.901 | — | — | — | — | — | — | — | |
| Real2026.05 | 52.3 | 82.8 | 2.901 | — | — | — | — | — | — | — | |
| Real Desc2024.10 | 52.3 | 82.8 | 2.901 | — | — | — | — | — | 72.5 | — | |
| TM2T2026.03 | 51.6 | 82.3 | 2.935 | 48.9 | 7 | 38.1 | 16.8 | 32.2 | — | — | |
| TM2T2026.05 | 51.6 | 82.3 | 2.935 | — | 7 | — | — | 32.2 | — | — | |
| TM2Tunprocessed ground truth texts=true2024.10 | 51.6 | 82.3 | 2.935 | 48.9 | 7 | 38.1 | 16.8 | 32.2 | 72 | 10.67 | |
| Seq2Seq(Att)2024.10 | 43.6 | 70.6 | 3.447 | 51.8 | 17.9 | 46.4 | 58.4 | 29.1 | 61.1 | — | |
| SeqGAN2024.10 | 33.2 | 53.2 | 4.895 | 47.8 | 13.5 | 39.2 | 50.2 | 23.4 | 45.7 | — | |
| RAEs2024.10 | 10 | 26.1 | 6.337 | 33.3 | 10.2 | 37.5 | 22.1 | 10.7 | 18.8 | — | |
| MG-MotionLLM2026.03 | — | — | — | — | — | — | — | 36.7 | — | — | |
| MotionGPT2026.03 | — | — | — | — | — | — | — | 32.4 | — | — | |
| UniMotionbackbone=Show-o2 1.5B2026.03 | — | — | — | — | — | — | — | 41.2 | — | — |