Lung CT Synthesis on LIDC-IDRI ([30, 70]) using FID
73.1FIDVQVAE
Evaluation results
| Method | Links | |
|---|---|---|
| VQVAEApproach=Multi-head, Reconstruction Model=CNN3×3×32026.03 | 73.1 | |
| VQVAEApproach=Multi-head, Reconstruction Model=MLP02026.03 | 73.7 | |
| VQVAEApproach=Multi-decoder, Reconstruction Model=CNN3×3×32026.03 | 77.4 | |
| VQVAEApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 79.2 | |
| VQVAEApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 83.7 | |
| Score-based DMApproach=Baseline, Reconstruction Model=-2026.03 | 85.6 | |
| VQVAEApproach=Multi-decoder, Reconstruction Model=MLP02026.03 | 86.7 | |
| VQVAEApproach=Baseline, Reconstruction Model=-2026.03 | 116.6 | |
| Score-based DMApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 134.5 | |
| WGAN-GPApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 134.7 | |
| WGAN-GPApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 138.2 | |
| Score-based DMApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 139.7 | |
| WGAN-GPApproach=Baseline, Reconstruction Model=-2026.03 | 157.2 |