Medical Image Synthesis on PMPBench CT → CTC
0.065LPIPSFlowMI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FlowMIMechanism=Flow-matching, Architecture=UNet2026.01 | 0.065 | 0.01 | 11.55 | |
| DirectFMMechanism=Flow-matching, Architecture=UNet2026.01 | 0.074 | 0.01 | 15.08 | |
| CycleGANMechanism=GAN, Architecture=UNet2026.01 | 0.079 | 0 | 8.98 | |
| ConcatFMMechanism=Flow-matching, Architecture=UNet2026.01 | 0.08 | 0.01 | 18.47 | |
| HiNetMechanism=Direct, Architecture=UNet2026.01 | 0.084 | 0.01 | 14.62 | |
| PMRFMechanism=Flow-matching, Architecture=UNet2026.01 | 0.09 | 0.02 | 24.74 | |
| I2IMambaMechanism=Direct, Architecture=Mamba2026.01 | 0.099 | 0 | 12.21 | |
| ResViTMechanism=Direct, Architecture=Trans2026.01 | 0.109 | 0.01 | 17.53 | |
| Pix2PixMechanism=GAN, Architecture=UNet2026.01 | 0.109 | 0.01 | 22.7 | |
| SelfRDBMechanism=Diffusion, Architecture=UNet2026.01 | 0.189 | 0.07 | 78.8 | |
| PaletteMechanism=Diffusion, Architecture=UNet2026.01 | 0.216 | 0.03 | 41.19 |