Medical Image Generation on Medical Image Dataset
68.63Efficiency ScoreDiT-S
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DiT-SType=Diff., Step=10, Time=0.16s, Para.=330M2026.02 | 68.63 | 90.28 | 0.14 | 0.064 | 2.524 | |
| StyleGAN-3Type=GAN, Time=0.01s, Para.=54M2026.02 | 59.33 | 102.27 | 0.69 | 0.081 | 2.512 | |
| DiT-LType=Diff., Step=10, Time=0.27s, Para.=600M2026.02 | 56.85 | 71.3 | 0.1 | 0.05 | 1.905 | |
| DiT-SType=Diff., Step=20, Time=0.29s, Para.=330M2026.02 | 44.37 | 55.3 | 0.08 | 0.037 | 1.271 | |
| DDPM-SType=Diff., Step=10, Time=0.17s, Para.=330M2026.02 | 35.83 | 46.84 | 0.06 | 0.032 | 1.035 | |
| DiT-SType=Diff., Step=30, Time=0.43s, Para.=330M2026.02 | 33.49 | 40.34 | 0.05 | 0.026 | 0.865 | |
| DiT-LType=Diff., Step=20, Time=0.52s, Para.=600M2026.02 | 33.02 | 39.16 | 0.05 | 0.026 | 0.856 | |
| DDPM-LType=Diff., Step=10, Time=0.17s, Para.=600M2026.02 | 30.4 | 39.79 | 0.05 | 0.027 | 0.896 | |
| DiT-SType=Diff., Step=50, Time=0.71s, Para.=330M2026.02 | 25.26 | 29.23 | 0.03 | 0.018 | 0.656 | |
| DiT-LType=Diff., Step=30, Time=0.76s, Para.=600M2026.02 | 24.41 | 28.09 | 0.03 | 0.018 | 0.61 | |
| DDPM-SType=Diff., Step=20, Time=0.31s, Para.=330M2026.02 | 21.72 | 26.9 | 0.03 | 0.018 | 0.598 | |
| DiT-SType=Diff., Step=100, Time=1.39s, Para.=330M2026.02 | 18.92 | 20.85 | 0.02 | 0.012 | 0.558 | |
| DDPM-LType=Diff., Step=20, Time=0.32s, Para.=600M2026.02 | 18.63 | 23.02 | 0.03 | 0.015 | 0.546 | |
| DiT-LType=Diff., Step=50, Time=1.25s, Para.=600M2026.02 | 17.58 | 19.51 | 0.02 | 0.012 | 0.497 | |
| DDPM-SType=Diff., Step=30, Time=0.48s, Para.=330M2026.02 | 17.54 | 20.94 | 0.02 | 0.013 | 0.504 | |
| DDPM-LType=Diff., Step=30, Time=0.48s, Para.=600M2026.02 | 14.84 | 17.7 | 0.02 | 0.011 | 0.477 | |
| DDPM-SType=Diff., Step=50, Time=0.78s, Para.=330M2026.02 | 13.27 | 15.24 | 0.02 | 0.009 | 0.459 | |
| DiT-LType=Diff., Step=100, Time=2.43s, Para.=600M2026.02 | 12.63 | 13.44 | 0.02 | 0.008 | 0.444 | |
| MedVAR-d16Type=VAR, Time=0.09s, Para.=310M2026.02 | 11.94 | 16.59 | 0.06 | 0.004 | 0.217 | |
| DDPM-LType=Diff., Step=50, Time=0.78s, Para.=600M2026.02 | 11.79 | 13.55 | 0.01 | 0.008 | 0.438 | |
| DDPM-SType=Diff., Step=100, Time=1.55s, Para.=330M2026.02 | 10.63 | 11.63 | 0.01 | 0.006 | 0.432 | |
| DDPM-LType=Diff., Step=100, Time=1.55s, Para.=600M2026.02 | 9.65 | 10.56 | 0.01 | 0.006 | 0.418 | |
| MedVAR-d20Type=VAR, Time=0.11s, Para.=600M2026.02 | 7.85 | 10.7 | 0.03 | 0.004 | 0.199 | |
| MedVAR-d30Type=VAR, Time=0.16s, Para.=2.0B2026.02 | 7.69 | 10.11 | 0.03 | 0.003 | 0.205 | |
| MedVAR-d24Type=VAR, Time=0.13s, Para.=1.0B2026.02 | 7.54 | 10.11 | 0.03 | 0.003 | 0.203 |