Text-to-Motion Generation on HumanML3D (Retain Set)
0.064FIDMoMask
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MoMaskBase Model=MoMask, Protocol=Baseline2026.01 | 0.064 | 10.143 | 29 | |
| MoMask w/ LCRBase Model=MoMask, Protocol=LCR2026.01 | 0.077 | 10.106 | 28.7 | |
| MoMask FTBase Model=MoMask, Protocol=FT (fine-tuned on toxicity-free dataset)2026.01 | 0.088 | 10.143 | 28 | |
| MoMask DrBase Model=MoMask, Protocol=Dr (trained on toxicity-free dataset)2026.01 | 0.093 | 10.059 | 29.1 | |
| BAMMBase Model=BAMM, Protocol=Baseline2026.01 | 0.135 | 10.118 | 30.2 | |
| BAMM w/ LCRBase Model=BAMM, Protocol=LCR2026.01 | 0.14 | 10.068 | 29.9 | |
| BAMM FTBase Model=BAMM, Protocol=FT (fine-tuned on toxicity-free dataset)2026.01 | 0.163 | 10.109 | 30.1 | |
| DiP FTBase Model=DiP, Protocol=FT (fine-tuned on toxicity-free dataset)2026.01 | 0.207 | 9.337 | 45.9 | |
| DiPBase Model=DiP, Protocol=Baseline2026.01 | 0.25 | 9.274 | 48.2 | |
| DiP DrBase Model=DiP, Protocol=Dr (trained on toxicity-free dataset)2026.01 | 0.301 | 9.248 | 47.6 | |
| MoMask w/ UCEBase Model=MoMask, Protocol=UCE2026.01 | 0.395 | 10.194 | 25.7 | |
| SafeMo-GatedBase Model=DiP, Protocol=Classifier-agent-guided gating2026.01 | 0.407 | 9.404 | 38.6 | |
| BAMM DrBase Model=BAMM, Protocol=Dr (trained on toxicity-free dataset)2026.01 | 0.566 | 10.092 | 27.9 | |
| SafeMo-StaticBase Model=DiP, Protocol=Fixed-alpha without external classifier2026.01 | 2.224 | 8.606 | 33.5 | |
| BAMM w/ UCEBase Model=BAMM, Protocol=UCE2026.01 | 4.296 | 9.654 | 18.4 | |
| MoMask w/ RECEBase Model=MoMask, Protocol=RECE2026.01 | 12.557 | 9.612 | 12.1 | |
| BAMM w/ RECEBase Model=BAMM, Protocol=RECE2026.01 | 13.31 | 8.47 | 12.2 |