Medical Image Synthesis on PMPBench DCE1 → DCE2,3
0.101LPIPSFlowMI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FlowMIMechanism=Flow-matching, Architecture=UNet2026.01 | 0.101 | 0.01 | 14.63 | |
| ConcatFMMechanism=Flow-matching, Architecture=UNet2026.01 | 0.128 | 0.02 | 18.44 | |
| ResViTMechanism=Direct, Architecture=Trans2026.01 | 0.146 | 0.01 | 18.31 | |
| PMRFMechanism=Flow-matching, Architecture=UNet2026.01 | 0.149 | 0.02 | 22.64 | |
| CycleGANMechanism=GAN, Architecture=UNet2026.01 | 0.159 | 0.01 | 22.25 | |
| HiNetMechanism=Direct, Architecture=UNet2026.01 | 0.163 | 0.01 | 30.63 | |
| I2IMambaMechanism=Direct, Architecture=Mamba2026.01 | 0.181 | 0.01 | 28.88 | |
| Pix2PixMechanism=GAN, Architecture=UNet2026.01 | 0.186 | 0.01 | 36.21 | |
| DirectFMMechanism=Flow-matching, Architecture=UNet2026.01 | 0.201 | 0.03 | 28.83 | |
| SelfRDBMechanism=Diffusion, Architecture=UNet2026.01 | 0.203 | 0.03 | 50.24 | |
| PaletteMechanism=Diffusion, Architecture=UNet2026.01 | 0.747 | 0.29 | 255.7 |