Tone manipulation on MIT-Adobe FiveK
99.2Content Sim.Neural Preset
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Neural Preset2026.05 | 99.2 | 92.9 | 0.094 | 0.103 | 27.3 | 34.86 | |
| Oursbackbone=residual-refined MSCU-Net2026.05 | 90.2 | 80 | 0.058 | 0.062 | 25.7 | 36.31 | |
| SA-LUT2026.05 | 84.3 | 73.7 | 0.232 | 0.23 | 25.4 | 33.61 | |
| SwinFusionFramework Configuration=w. our framework2026.05 | 81.3 | 63.9 | 0.037 | 0.04 | 26.9 | 35.77 | |
| CDDFuseFramework Configuration=w. our framework2026.05 | 78.9 | 58.2 | 0.071 | 0.072 | 25.7 | 35.85 | |
| PhotoWCT22026.05 | 78.7 | 63.2 | 0.065 | 0.096 | 28.9 | 34.99 | |
| CDDFuseFramework Configuration=w. fusion losses2026.05 | 64.6 | 47.8 | 0.081 | 0.082 | 26.6 | 33 | |
| SwinFusionFramework Configuration=w. fusion losses2026.05 | 62.5 | 42.8 | 0.1 | 0.101 | 26.6 | 33.11 | |
| Input/GenAI output2026.05 | 50.3 | 17.7 | 0.205 | 0.201 | 29.3 | 30.61 |