Lung CT Synthesis on LIDC-IDRI (Full-range)
66.8FIDScore-based DM
Evaluation results
| Method | Links | |
|---|---|---|
| Score-based DMApproach=Baseline, Reconstruction Model=-2026.03 | 66.8 | |
| VQVAEApproach=Multi-head, Reconstruction Model=CNN3×3×32026.03 | 67.1 | |
| VQVAEApproach=Multi-decoder, Reconstruction Model=CNN3×3×32026.03 | 67.9 | |
| VQVAEApproach=Multi-head, Reconstruction Model=MLP02026.03 | 68.1 | |
| VQVAEApproach=Multi-decoder, Reconstruction Model=MLP02026.03 | 70.5 | |
| VQVAEApproach=Baseline, Reconstruction Model=-2026.03 | 71.6 | |
| VQVAEApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 75.7 | |
| VQVAEApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 76.3 | |
| Score-based DMApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 84.9 | |
| Score-based DMApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 85.9 | |
| WGAN-GPApproach=Baseline, Reconstruction Model=-2026.03 | 141.8 | |
| WGAN-GPApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 184.9 | |
| WGAN-GPApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 211.3 |