Text-to-Motion Generation on HumanML3D (Forget Set)
0.44FIDDiP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DiPBase Model=DiP, Protocol=Baseline2026.01 | 0.44 | 7.331 | 0.308 | |
| MoMaskBase Model=MoMask, Protocol=Baseline2026.01 | 0.956 | 6.146 | 0.159 | |
| BAMMBase Model=BAMM, Protocol=Baseline2026.01 | 1.353 | 6.202 | 0.164 | |
| DiP FTBase Model=DiP, Protocol=FT (fine-tuned on toxicity-free dataset)2026.01 | 1.399 | 7.527 | 0.271 | |
| BAMM FTBase Model=BAMM, Protocol=FT (fine-tuned on toxicity-free dataset)2026.01 | 1.443 | 6.224 | 0.161 | |
| MoMask FTBase Model=MoMask, Protocol=FT (fine-tuned on toxicity-free dataset)2026.01 | 1.589 | 6.439 | 0.148 | |
| DiP DrBase Model=DiP, Protocol=Dr (trained on toxicity-free dataset)2026.01 | 3.002 | 7.272 | 0.249 | |
| BAMM w/ LCRBase Model=BAMM, Protocol=LCR2026.01 | 9.712 | 6.502 | 0.136 | |
| SafeMo-StaticBase Model=DiP, Protocol=Fixed-alpha without external classifier2026.01 | 10.288 | 6.993 | 0.168 | |
| MoMask w/ LCRBase Model=MoMask, Protocol=LCR2026.01 | 12.434 | 6.58 | 0.133 | |
| MoMask DrBase Model=MoMask, Protocol=Dr (trained on toxicity-free dataset)2026.01 | 13.644 | 7.611 | 0.129 | |
| BAMM DrBase Model=BAMM, Protocol=Dr (trained on toxicity-free dataset)2026.01 | 15.604 | 7.688 | 0.122 | |
| MoMask w/ UCEBase Model=MoMask, Protocol=UCE2026.01 | 25.039 | 8.693 | 0.105 | |
| SafeMo-GatedBase Model=DiP, Protocol=Classifier-agent-guided gating2026.01 | 31.147 | 4.986 | 0.086 | |
| BAMM w/ RECEBase Model=BAMM, Protocol=RECE2026.01 | 34.367 | 7.74 | 0.061 | |
| BAMM w/ UCEBase Model=BAMM, Protocol=UCE2026.01 | 57.953 | 9.482 | 0.074 | |
| MoMask w/ RECEBase Model=MoMask, Protocol=RECE2026.01 | 58.487 | 8.591 | 0.069 |