MRI Image Generation on ADNI (evaluation)
0.016FIDReal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Real2025.07 | 0.016 | — | 0.928 | |
| LoKr#P (M)=47.55, setting=jointly fine-tuning2025.07 | 11.594 | 7.359 | 0.211 | |
| Full-FT#P (M)=166.67, setting=standard fine-tuning2025.07 | 12.001 | 7.76 | 0.701 | |
| TenVOO-L#P (M)=47.36, setting=jointly fine-tuning2025.07 | 12.153 | 7.899 | 0.804 | |
| LoHa#P (M)=47.59, setting=jointly fine-tuning2025.07 | 12.502 | 8.257 | 0.699 | |
| TenVOO-Q#P (M)=47.34, setting=jointly fine-tuning2025.07 | 12.676 | 8.756 | 0.507 | |
| TenVOO-Q#P (M)=0.58, setting=standard PEFT2025.07 | 13.475 | 9.502 | 0.504 | |
| LoRA#P (M)=47.59, setting=jointly fine-tuning2025.07 | 13.856 | 9.471 | 0.743 | |
| LoKr#P (M)=0.79, setting=standard PEFT2025.07 | 14.626 | 10.46 | 0.434 | |
| LoRA#P (M)=0.82, setting=standard PEFT2025.07 | 16.794 | 12.729 | 0.511 | |
| LoHa#P (M)=0.82, setting=standard PEFT2025.07 | 17.031 | 13.166 | 0.49 | |
| TenVOO-L#P (M)=0.60, setting=standard PEFT2025.07 | 17.349 | 13.331 | 0.663 |