Color Constancy on NCC (in-dataset)
1.98Median ErrorRL-AWB
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RL-AWBMethod Category=Learning-based2026.01 | 1.98 | 3.07 | 2.24 | 0.69 | 7.22 | |
| SGP-LRDMethod Category=Statistical2026.01 | 2.12 | 3.11 | 2.29 | 0.68 | 7.22 | |
| RGPMethod Category=Statistical2026.01 | 2.22 | 3.33 | 2.44 | 0.68 | 7.81 | |
| Mean ShiftMethod Category=Statistical2026.01 | 2.48 | 3.52 | 2.7 | 0.8 | 8.02 | |
| RL-AWB2026.01 | 2.71 | 4.13 | 3.04 | 0.97 | 9.47 | |
| SGP-LRD2026.01 | 2.92 | 4.15 | 3.09 | 0.97 | 9.53 | |
| RL-AWB2026.01 | 3.03 | 3.24 | 3.04 | 1.45 | 5.36 | |
| BCCMethod Category=Statistical2026.01 | 3.06 | 3.81 | 3.23 | 1.05 | 7.78 | |
| RGP2026.01 | 3.12 | 4.51 | 3.38 | 0.94 | 10.39 | |
| GIMethod Category=Statistical2026.01 | 3.13 | 4.52 | 3.4 | 0.91 | 10.6 | |
| Mean Shift2026.01 | 3.44 | 4.69 | 3.62 | 1.1 | 10.46 | |
| GE-2ndMethod Category=Statistical2026.01 | 3.58 | 4.64 | 3.78 | 1.11 | 9.93 | |
| BCC2026.01 | 4.01 | 4.91 | 4.18 | 1.36 | 9.87 | |
| GI2026.01 | 4.13 | 5.8 | 4.47 | 1.23 | 13.09 | |
| GE-1stMethod Category=Statistical2026.01 | 4.14 | 5.17 | 4.35 | 1.25 | 10.87 | |
| PCCMethod Category=Learning-based2026.01 | 4.65 | 5.77 | 5 | 1.35 | 12.03 | |
| GE-2nd2026.01 | 4.92 | 6.05 | 5.15 | 1.52 | 12.58 | |
| GE-1st2026.01 | 5.51 | 6.64 | 5.69 | 1.69 | 13.46 | |
| C5Method Category=Learning-based, Training Mode=few-shot (5 images)2026.01 | 5.56 | 7.11 | 6.05 | 1.91 | 14.66 | |
| C5Method Category=Learning-based, Training Mode=default (3-fold)2026.01 | 5.74 | 6.52 | 5.83 | 1.36 | 13.29 | |
| PCC2026.01 | 6.01 | 5.18 | 6.28 | 1.7 | 15.1 | |
| C4Method Category=Learning-based2026.01 | 6.24 | 7.88 | 6.81 | 1.25 | 17.42 | |
| C5configuration=52026.01 | 7.52 | 8.83 | 7.88 | 2.52 | 17.19 | |
| C5configuration=default2026.01 | 7.68 | 9.55 | 8.35 | 1.57 | 20.28 | |
| C42026.01 | 8.91 | 9.82 | 8.96 | 1.75 | 19.88 | |
| C5Training setup=full 3-fold protocol2026.01 | 9.12 | 11.65 | 9.85 | 3.76 | 23.39 | |
| C5Training setup=few-shot (5 images per dataset)2026.01 | 9.4 | 10.93 | 9.36 | 4.36 | 20.61 | |
| C42026.01 | 13.18 | 13.52 | 13.18 | 8.48 | 19.4 | |
| PCC2026.01 | 20.69 | 19.37 | 19.92 | 9.47 | 27.44 |