Medical Image Denoising on LIDC-IDRI Simulated Ultra-Low-Dose CT
31.03PSNRNGPS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NGPSbackbone=NAFNet2026.06 | 31.03 | 81.02 | 91.68 | 41.61 | 7.88 | |
| NS-N2Nbackbone=NAFNet2026.06 | 30.62 | 80.8 | 89.44 | 44.06 | 7.77 | |
| Deformed2Self2026.06 | 28.94 | 67.03 | 81.7 | 51.34 | 8.08 | |
| Filter2Noise2026.06 | 28.81 | 71.81 | 87.16 | 51.88 | 10.36 | |
| Noise2Sim2026.06 | 28.81 | 78.17 | 87.49 | 50.03 | 10.4 | |
| NB2NB2026.06 | 27.23 | 60.63 | 83.21 | 46.87 | 10.03 | |
| DIP2026.06 | 26.77 | 62.35 | 80.74 | 59.1 | 13.37 | |
| ZS-N2N2026.06 | 26.63 | 59.79 | 80.8 | 55.45 | 12.59 | |
| Noise2Void2026.06 | 26.1 | 59.95 | 82.95 | 49.48 | 10.78 | |
| Pixel2Pixel2026.06 | 25.58 | 50.78 | 72.77 | 61.96 | 12.37 | |
| BM3D2026.06 | 25.07 | 58.25 | 77.68 | 60.1 | 14.49 | |
| NAC2026.06 | 24.83 | 56.9 | 75 | 60.96 | 14.39 | |
| Baseline (Noisy)2026.06 | 22.14 | 42.13 | 59.2 | 84.29 | 19.59 |