MRI Image Generation on PPMI (evaluation set)
0.014FIDReal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Real2025.07 | 0.014 | — | 93.4 | |
| TenVOO-Q#P (M)=47.34, setting=jointly fine-tuning2025.07 | 11.857 | 7.594 | 83.7 | |
| TenVOO-L#P (M)=47.36, setting=jointly fine-tuning2025.07 | 11.862 | 7.539 | 77.1 | |
| LoRA#P (M)=0.82, setting=standard PEFT2025.07 | 14.609 | 10.482 | 43.1 | |
| LoHa#P (M)=0.82, setting=standard PEFT2025.07 | 14.677 | 10.529 | 42.6 | |
| LoKr#P (M)=0.79, setting=standard PEFT2025.07 | 15.857 | 11.881 | 25.3 | |
| TenVOO-L#P (M)=0.60, setting=standard PEFT2025.07 | 16.605 | 12.524 | 66.8 | |
| TenVOO-Q#P (M)=0.58, setting=standard PEFT2025.07 | 19.585 | 15.7 | 75.6 | |
| Full-FT#P (M)=166.67, setting=standard fine-tuning2025.07 | 19.751 | 16.177 | 64.6 | |
| LoKr#P (M)=47.55, setting=jointly fine-tuning2025.07 | 20.472 | 17.081 | 49.4 | |
| LoRA#P (M)=47.59, setting=jointly fine-tuning2025.07 | 21.95 | 18.833 | 60.7 | |
| LoHa#P (M)=47.59, setting=jointly fine-tuning2025.07 | 23.032 | 20.171 | 61.3 |