RAW-to-sRGB on ISPIW raw-to-sRGB
24.22PSNRcmKAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| cmKANBackbone=cmKAN, Training Mode=Paired Mode (original)2025.12 | 24.22 | 0.83 | 5.29 | 0.09 | |
| cmKANBackbone=cmKAN, Training Mode=Unpaired Mode (ours)2025.12 | 24.21 | 0.83 | 5.73 | 0.09 | |
| NVNetBackbone=NVNet, Training Mode=Paired Mode (original)2025.12 | 23.8 | 0.82 | 5.81 | 0.1 | |
| NVNetBackbone=NVNet, Training Mode=Unpaired Mode (ours)2025.12 | 23.39 | 0.82 | 6.08 | 0.1 | |
| LiteISPBackbone=LiteISP, Training Mode=Paired Mode (original)2025.12 | 22.14 | 0.81 | 6.31 | 0.11 | |
| LAN-ISPBackbone=LAN-ISP, Training Mode=Paired Mode (original)2025.12 | 22.09 | 0.81 | 6.97 | 0.11 | |
| LiteISPBackbone=LiteISP, Training Mode=Unpaired Mode (ours)2025.12 | 22.01 | 0.8 | 6.88 | 0.12 | |
| LAN-ISPBackbone=LAN-ISP, Training Mode=Unpaired Mode (ours)2025.12 | 21.95 | 0.81 | 6.42 | 0.11 | |
| AW-NetBackbone=AW-Net, Training Mode=Unpaired Mode (ours)2025.12 | 21.93 | 0.81 | 7.3 | 0.11 | |
| MW-ISPBackbone=MW-ISP, Training Mode=Paired Mode (original)2025.12 | 21.9 | 0.81 | 7.03 | 0.11 | |
| MW-ISPBackbone=MW-ISP, Training Mode=Unpaired Mode (ours)2025.12 | 21.81 | 0.81 | 6.99 | 0.11 | |
| AW-NetBackbone=AW-Net, Training Mode=Paired Mode (original)2025.12 | 21.75 | 0.81 | 6.99 | 0.12 | |
| RestormerBackbone=Restormer, Training Mode=Paired Mode (original)2025.12 | 20.93 | 0.79 | 6.85 | 0.14 | |
| RestormerBackbone=Restormer, Training Mode=Unpaired Mode (ours)2025.12 | 20.81 | 0.79 | 6.99 | 0.14 | |
| MicroISPBackbone=MicroISP, Training Mode=Unpaired Mode (ours)2025.12 | 20.79 | 0.77 | 6.33 | 0.15 | |
| MicroISPBackbone=MicroISP, Training Mode=Paired Mode (original)2025.12 | 20.7 | 0.77 | 6.92 | 0.15 | |
| DH-ISPBackbone=DH-ISP, Training Mode=Paired Mode (original)2025.12 | 19.92 | 0.76 | 7.89 | 0.17 | |
| DH-ISPBackbone=DH-ISP, Training Mode=Unpaired Mode (ours)2025.12 | 19.59 | 0.77 | 7.4 | 0.17 |