MRI Image Generation on BraTS 2021 (evaluation set)
0.004FIDReal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Real2025.07 | 0.004 | — | 0.726 | |
| TenVOO-L#P (M)=47.36, setting=jointly fine-tuning2025.07 | 1.256 | 0.19 | 0.715 | |
| TenVOO-Q#P (M)=47.34, setting=jointly fine-tuning2025.07 | 2.594 | 0.737 | 0.462 | |
| TenVOO-L#P (M)=0.60, setting=standard PEFT2025.07 | 3.168 | 0.908 | 0.581 | |
| TenVOO-Q#P (M)=0.58, setting=standard PEFT2025.07 | 3.234 | 0.934 | 0.575 | |
| LoKr#P (M)=0.79, setting=standard PEFT2025.07 | 3.399 | 1.086 | 0.291 | |
| Full-FT#P (M)=166.67, setting=standard fine-tuning2025.07 | 4.006 | 1.366 | 0.436 | |
| LoRA#P (M)=47.59, setting=jointly fine-tuning2025.07 | 4.444 | 1.499 | 0.519 | |
| LoHa#P (M)=47.59, setting=jointly fine-tuning2025.07 | 4.74 | 1.609 | 0.436 | |
| LoKr#P (M)=47.55, setting=jointly fine-tuning2025.07 | 5.355 | 2.087 | 0.211 | |
| LoRA#P (M)=0.82, setting=standard PEFT2025.07 | 8.648 | 4.33 | 0.076 | |
| LoHa#P (M)=0.82, setting=standard PEFT2025.07 | 8.759 | 4.452 | 0.084 |