Color Constancy on Gehler-Shi
1.18Median ErrorVLM-CC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VLM-CCTraining Protocol=Leave-one-out cross-dataset (Train: Cube+, NUS-8, Intel-TAU)2026.05 | 1.18 | 1.52 | 0.41 | 3.29 | 1.2 | |
| CCMNet2026.05 | 1.53 | 2.23 | 0.36 | 5.46 | 1.62 | |
| C5m=72026.05 | 1.61 | 2.36 | 0.44 | 5.6 | 1.74 | |
| Grayness Index2026.05 | 1.87 | 3.07 | 0.43 | 7.62 | 2.16 | |
| SIIE2026.05 | 1.93 | 2.77 | 0.55 | 6.53 | — | |
| C5m=92026.05 | 1.99 | 2.5 | 0.53 | 5.46 | 2.03 | |
| PCA-based B/W Colors2026.05 | 2.14 | 3.52 | 0.5 | 8.74 | 2.47 | |
| FFCC2026.05 | 2.19 | 2.95 | 0.57 | 6.75 | 2.35 | |
| Cross-dataset CC2026.05 | 2.21 | 2.87 | — | — | — | |
| Quasi-U2026.05 | 2.23 | 3.46 | — | — | — | |
| RL-AWBTraining Dataset=NCC2026.01 | 2.24 | 3.5 | 46 | 8.67 | — | |
| RGP2026.01 | 2.25 | 3.76 | 52 | 9.38 | — | |
| GI2026.01 | 2.29 | 3.82 | 49 | 9.61 | — | |
| SGP-LRD2026.01 | 2.38 | 3.64 | 51 | 8.89 | — | |
| ASM2026.05 | 2.4 | 3.8 | — | — | 2.7 | |
| BCC2026.01 | 2.73 | 3.65 | 91 | 8 | — | |
| Woo et al.2026.05 | 2.86 | 4.3 | 0.71 | 10.14 | 3.31 | |
| C5Training Dataset=NCC2026.01 | 3.34 | 3.97 | 132 | 7.8 | — | |
| Gray-World2026.05 | 3.6 | 4.74 | 0.97 | 10.44 | 3.91 | |
| Shades-of-Gray2026.05 | 4.01 | 4.93 | 1.14 | 10.2 | 4.23 | |
| 2nd-order Gray-Edge2026.05 | 4.44 | 5.13 | 2.11 | 9.26 | 4.62 | |
| C4Training Dataset=NCC2026.01 | 5.62 | 6.52 | 243 | 11.97 | — |