Microscopy Image Restoration on Organoids 2
35.18PSNRRestormer
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Restormer2025.06 | 35.18 | 97.8 | 96.9 | 81.8 | 0.514 | 7.367 | 0.093 | — | — | — | — | |
| MPRNet2025.06 | 35.14 | 97.8 | 96.8 | 81.9 | 0.495 | 6.959 | 0.092 | — | — | — | — | |
| UNet2025.06 | 35.08 | 97.7 | 96.7 | 82.5 | 0.483 | 7.386 | 0.094 | — | — | — | — | |
| HAZEMATCHING2025.06 | 35.02 | 97.7 | 96.7 | 82.5 | 0.435 | 5.517 | 0.093 | 83 | 0.088 | 0.385 | 0.113 | |
| RCAN2025.06 | 34.92 | 97.7 | 96.5 | 82.5 | 0.44 | 5.871 | 0.092 | — | — | — | — | |
| LVAE2025.06 | 34.73 | 97.5 | 96.5 | 79.9 | 0.448 | 4.592 | 0.098 | 82.05 | 0.149 | 1.013 | 0.12 | |
| MIMO-UNet2025.06 | 34.64 | 97.4 | 96.3 | 81.2 | 0.452 | 7.138 | 0.1 | — | — | — | — | |
| SIFMSigma Configuration=σ1.0|1.02025.06 | 34.57 | 97.4 | 96.3 | 80 | 0.329 | 3.507 | 0.099 | 81.17 | 0.117 | 0.354 | 0.138 | |
| InDIInference Steps=12025.06 | 34 | 96.7 | 95.5 | 81.3 | 0.366 | 6.316 | 0.113 | — | — | — | — | |
| SIFMSigma Configuration=σ0.0|0.02025.06 | 33.57 | 97 | 96 | 84.7 | 0.077 | 0.164 | 0.093 | — | — | — | — | |
| SIFMSigma Configuration=σ0.0|0.12025.06 | 33.53 | 97 | 96 | 84.7 | 0.076 | 0.196 | 0.093 | 84.14 | 0.084 | 0.69 | 0.098 | |
| InDIInference Steps=202025.06 | 33.28 | 96.5 | 95.5 | 84 | 0.109 | 0.552 | 0.097 | — | — | — | — | |
| ESRGAN2025.06 | 32.75 | 96.1 | 94.8 | 83.1 | 0.089 | 0.401 | 0.109 | — | — | — | — | |
| Lightning2025.06 | 32.38 | 93.5 | 92.9 | 82.4 | 0.095 | 0.38 | 0.113 | — | — | — | — |