Medical Image Synthesis on PMPBench DCE1 → DCE2
0.12LPIPSFlowMI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FlowMIMechanism=Flow-matching, Architecture=UNet2026.01 | 0.12 | 0.01 | 16.74 | |
| ConcatFMMechanism=Flow-matching, Architecture=UNet2026.01 | 0.137 | 0.01 | 19.18 | |
| CycleGANMechanism=GAN, Architecture=UNet2026.01 | 0.15 | 0.01 | 20.88 | |
| HiNetMechanism=Direct, Architecture=UNet2026.01 | 0.181 | 0.02 | 37.68 | |
| PMRFMechanism=Flow-matching, Architecture=UNet2026.01 | 0.212 | 0.02 | 28.37 | |
| DirectFMMechanism=Flow-matching, Architecture=UNet2026.01 | 0.214 | 0.03 | 26.74 | |
| I2IMambaMechanism=Direct, Architecture=Mamba2026.01 | 0.217 | 0.02 | 40.17 | |
| Pix2PixMechanism=GAN, Architecture=UNet2026.01 | 0.218 | 0.02 | 48.92 | |
| ResViTMechanism=Direct, Architecture=Trans2026.01 | 0.224 | 0.02 | 43.18 | |
| SelfRDBMechanism=Diffusion, Architecture=UNet2026.01 | 0.254 | 0.03 | 53.98 | |
| PaletteMechanism=Diffusion, Architecture=UNet2026.01 | 0.755 | 0.32 | 270.9 |