Lung CT Synthesis on LIDC-IDRI ([100, 1000])
71.3FIDVQVAE
Evaluation results
| Method | Links | |
|---|---|---|
| VQVAEApproach=Multi-head, Reconstruction Model=MLP02026.03 | 71.3 | |
| VQVAEApproach=Multi-head, Reconstruction Model=CNN3×3×32026.03 | 71.5 | |
| VQVAEApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 74.6 | |
| VQVAEApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 75.3 | |
| VQVAEApproach=Multi-decoder, Reconstruction Model=MLP02026.03 | 76.3 | |
| VQVAEApproach=Multi-decoder, Reconstruction Model=CNN3×3×32026.03 | 77.2 | |
| Score-based DMApproach=Baseline, Reconstruction Model=-2026.03 | 81.2 | |
| VQVAEApproach=Baseline, Reconstruction Model=-2026.03 | 105.5 | |
| WGAN-GPApproach=Baseline, Reconstruction Model=-2026.03 | 177.5 | |
| Score-based DMApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 192.3 | |
| Score-based DMApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 194.7 | |
| WGAN-GPApproach=Multi-channel, Reconstruction Model=CNN3×3×32026.03 | 205.9 | |
| WGAN-GPApproach=Multi-channel, Reconstruction Model=MLP02026.03 | 219.4 |