Image Reconstruction on SCAN (Independent-cohort replication)
84.08SSIM (Overall 3D)Cyclic 2.5D Perceptual Loss
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Cyclic 2.5D Perceptual LossPerceptual Loss=Cyclic 2.5D, Backbone=3D U-Net, Pre-processing=by-manufacturer PET SUVR standardization2024.06 | 84.08 | 77.56 | 77.92 | 76.58 | 30.06 | 30.53 | 28.8 | 30.02 | |
| 2.5D Perceptual LossPerceptual Loss=2.5D, Backbone=3D U-Net, Pre-processing=by-manufacturer PET SUVR standardization2024.06 | 82.4 | 75.28 | 75.7 | 73.92 | 29.41 | 29.72 | 28.27 | 28.69 | |
| 3D Perceptual LossPerceptual Loss=3D, Backbone=3D U-Net, Pre-processing=by-manufacturer PET SUVR standardization2024.06 | 81.68 | 74.34 | 74.71 | 72.88 | 29.62 | 29.54 | 28.27 | 29.13 | |
| 2D Perceptual LossPerceptual Loss=2D, Backbone=3D U-Net, Pre-processing=by-manufacturer PET SUVR standardization2024.06 | 80.4 | 73.47 | 73.85 | 72.07 | 29.58 | 29.44 | 28.28 | 28.87 |