Raw-to-sRGB Conversion on Mobile AI raw-to-sRGB 2021 (test)
24.51PSNRcmKAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| cmKANBackbone=cmKAN, Training Mode=Paired Mode (original)2025.12 | 24.51 | 0.88 | 5.31 | 0.1 | |
| MW-ISPBackbone=MW-ISP, Training Mode=Unpaired Mode (ours)2025.12 | 24.44 | 0.87 | 6.09 | 0.11 | |
| MW-ISPBackbone=MW-ISP, Training Mode=Paired Mode (original)2025.12 | 24.31 | 0.88 | 6.27 | 0.11 | |
| cmKANBackbone=cmKAN, Training Mode=Unpaired Mode (ours)2025.12 | 24.25 | 0.88 | 6.07 | 0.1 | |
| AW-NetBackbone=AW-Net, Training Mode=Paired Mode (original)2025.12 | 24.17 | 0.87 | 6.35 | 0.12 | |
| NVNetBackbone=NVNet, Training Mode=Paired Mode (original)2025.12 | 24.09 | 0.85 | 6.19 | 0.13 | |
| AW-NetBackbone=AW-Net, Training Mode=Unpaired Mode (ours)2025.12 | 24.06 | 0.87 | 6.33 | 0.12 | |
| LiteISPBackbone=LiteISP, Training Mode=Paired Mode (original)2025.12 | 24.05 | 0.86 | 6.43 | 0.13 | |
| LiteISPBackbone=LiteISP, Training Mode=Unpaired Mode (ours)2025.12 | 24.01 | 0.86 | 6.58 | 0.13 | |
| RestormerBackbone=Restormer, Training Mode=Paired Mode (original)2025.12 | 23.99 | 0.88 | 6.74 | 0.13 | |
| MicroISPBackbone=MicroISP, Training Mode=Paired Mode (original)2025.12 | 23.87 | 0.85 | 7.04 | 0.16 | |
| NVNetBackbone=NVNet, Training Mode=Unpaired Mode (ours)2025.12 | 23.87 | 0.84 | 7.03 | 0.13 | |
| MicroISPBackbone=MicroISP, Training Mode=Unpaired Mode (ours)2025.12 | 23.79 | 0.85 | 7.19 | 0.16 | |
| LAN-ISPBackbone=LAN-ISP, Training Mode=Paired Mode (original)2025.12 | 23.48 | 0.87 | 7.18 | 0.15 | |
| DH-ISPBackbone=DH-ISP, Training Mode=Paired Mode (original)2025.12 | 23.2 | 0.84 | 8.52 | 0.17 | |
| LAN-ISPBackbone=LAN-ISP, Training Mode=Unpaired Mode (ours)2025.12 | 23.15 | 0.86 | 7.22 | 0.14 | |
| DH-ISPBackbone=DH-ISP, Training Mode=Unpaired Mode (ours)2025.12 | 22.98 | 0.84 | 8.49 | 0.17 | |
| RestormerBackbone=Restormer, Training Mode=Unpaired Mode (ours)2025.12 | 22.51 | 0.86 | 7.27 | 0.14 |