Blind Lens Aberration Correction on AODLibpro (test)
29.12PSNRFoundCAC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FoundCACLatency (s)=0.417, LPR=true, Backbone=UNet-RSTB2025.11 | 29.12 | 87.7 | 0.1191 | |
| SwinIR + LPRLatency (s)=0.846, LPR=true2025.11 | 28.7 | 87.4 | 0.1318 | |
| UNet-RSTBLatency (s)=0.383, LPR=false, mode=Baseline2025.11 | 28.46 | 87.3 | 0.1318 | |
| SwinIRLatency (s)=0.782, LPR=false2025.11 | 28.29 | 87.1 | 0.1346 | |
| MIMOUnetLatency (s)=0.405, LPR=false2025.11 | 28.11 | 87.4 | 0.1651 | |
| X-RestormerLatency (s)=2.797, LPR=false2025.11 | 28.11 | 87 | 0.1408 | |
| NAFNet + LPRLatency (s)=0.374, LPR=true2025.11 | 28.07 | 87.3 | 0.1308 | |
| NAFNetLatency (s)=0.353, LPR=false2025.11 | 27.86 | 86.8 | 0.1382 | |
| DiffBIRLatency (s)=66.130, LPR=false2025.11 | 27.52 | 83.3 | 0.143 | |
| FOVKPNLatency (s)=0.166, LPR=false2025.11 | 27.23 | 85.1 | 0.1586 | |
| RRDBNetLatency (s)=0.296, LPR=false2025.11 | 27.22 | 85.2 | 0.1519 | |
| PromptIRLatency (s)=2.063, LPR=false2025.11 | 27.14 | 86.9 | 0.1404 | |
| RestormerLatency (s)=1.859, LPR=false2025.11 | 27.11 | 86.7 | 0.143 | |
| DFUnetLatency (s)=0.137, LPR=false2025.11 | 27.04 | 84.1 | 0.1639 | |
| S3DiffLatency (s)=9.933, LPR=false2025.11 | 23.1 | 76.2 | 0.1678 |