ISP Learning on Mobile AI raw-to-sRGB
24.79PSNRMW-ISP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MW-ISPBackbone=MW-ISP, Training Mode=Paired Mode (ours)2025.12 | 24.79 | 89 | 5.91 | 0.1 | |
| cmKANBackbone=cmKAN, Training Mode=Paired Mode (ours)2025.12 | 24.55 | 88 | 5.28 | 0.1 | |
| cmKANBackbone=cmKAN, Training Mode=Paired Mode (original)2025.12 | 24.51 | 88 | 5.31 | 0.1 | |
| AW-NetBackbone=AW-Net, Training Mode=Paired Mode (ours)2025.12 | 24.33 | 88 | 6.12 | 0.11 | |
| MW-ISPBackbone=MW-ISP, Training Mode=Paired Mode (original)2025.12 | 24.31 | 88 | 6.27 | 0.11 | |
| LiteISPBackbone=LiteISP, Training Mode=Paired Mode (ours)2025.12 | 24.22 | 87 | 6.08 | 0.12 | |
| AW-NetBackbone=AW-Net, Training Mode=Paired Mode (original)2025.12 | 24.17 | 87 | 6.35 | 0.12 | |
| NVNetBackbone=NVNet, Training Mode=Paired Mode (ours)2025.12 | 24.12 | 86 | 6.11 | 0.13 | |
| RestormerBackbone=Restormer, Training Mode=Paired Mode (ours)2025.12 | 24.09 | 88 | 6.67 | 0.12 | |
| NVNetBackbone=NVNet, Training Mode=Paired Mode (original)2025.12 | 24.09 | 85 | 6.19 | 0.13 | |
| LiteISPBackbone=LiteISP, Training Mode=Paired Mode (original)2025.12 | 24.05 | 86 | 6.43 | 0.13 | |
| MicroISPBackbone=MicroISP, Training Mode=Paired Mode (ours)2025.12 | 24 | 86 | 6.99 | 0.15 | |
| RestormerBackbone=Restormer, Training Mode=Paired Mode (original)2025.12 | 23.99 | 88 | 6.74 | 0.13 | |
| MicroISPBackbone=MicroISP, Training Mode=Paired Mode (original)2025.12 | 23.87 | 85 | 7.04 | 0.16 | |
| LAN-ISPBackbone=LAN-ISP, Training Mode=Paired Mode (ours)2025.12 | 23.59 | 88 | 7.07 | 0.14 | |
| LAN-ISPBackbone=LAN-ISP, Training Mode=Paired Mode (original)2025.12 | 23.48 | 87 | 7.18 | 0.15 | |
| DH-ISPBackbone=DH-ISP, Training Mode=Paired Mode (ours)2025.12 | 23.29 | 84 | 8.21 | 0.16 | |
| DH-ISPBackbone=DH-ISP, Training Mode=Paired Mode (original)2025.12 | 23.2 | 84 | 8.52 | 0.17 |