Color Constancy on Gehler (3-fold cross validation)
1.34Mean ErrorVLM-CC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VLM-CCEvaluation Protocol=Three-fold cross-validation2026.05 | 1.34 | 0.92 | 0.98 | 0.29 | 3.13 | |
| C42021.06 | 1.35 | 0.88 | 0.99 | 0.28 | 3.21 | |
| C4Evaluation Protocol=Three-fold cross-validation2026.05 | 1.35 | 0.88 | 0.99 | 0.28 | 3.21 | |
| CLCC w/ Full-Aug2021.06 | 1.44 | 0.92 | 1.04 | 0.27 | 3.48 | |
| CLCCEvaluation Protocol=Three-fold cross-validation2026.05 | 1.44 | 0.92 | 1.04 | 0.27 | 3.48 | |
| IGTN (full)2021.06 | 1.58 | 0.92 | — | 0.28 | 3.7 | |
| IGTN (full)Evaluation Protocol=Three-fold cross-validation2026.05 | 1.58 | 0.92 | — | 0.28 | 3.7 | |
| FFCC-2 channelsExtra data=+S +M2021.06 | 1.61 | 0.86 | 1.02 | 0.23 | 4.27 | |
| FFCC-2 channelsEvaluation Protocol=Three-fold cross-validation2026.05 | 1.61 | 0.86 | 1.02 | 0.23 | 4.27 | |
| FFCC-2 channelsExtra data=+M2021.06 | 1.65 | 0.86 | 1.07 | 0.24 | 4.44 | |
| SqueezeNet-FC42021.06 | 1.65 | 1.18 | 1.27 | 0.38 | 3.78 | |
| SqueezeNet-FC4Evaluation Protocol=Three-fold cross-validation2026.05 | 1.65 | 1.18 | 1.27 | 0.38 | 3.78 | |
| FFCC-2 channelsExtra data=+S2021.06 | 1.67 | 0.96 | 1.13 | 0.26 | 4.23 | |
| IGTN (vanilla triplet loss)2021.06 | 1.73 | 1.09 | — | 0.31 | 4.25 | |
| AlexNet-FC42021.06 | 1.77 | 1.11 | 1.29 | 0.34 | 4.29 | |
| FFCC-4 channels2021.06 | 1.78 | 0.96 | 1.14 | 0.29 | 4.29 | |
| IGTN (no triplet loss)2021.06 | 1.78 | 1.13 | — | 0.34 | 4.31 | |
| IGTN (no learnable histogram)2021.06 | 1.85 | 1.1 | — | 0.31 | 4.91 | |
| DS-Net(HypNet+SelNet)2021.06 | 1.9 | 1.12 | 1.33 | 0.31 | 4.84 | |
| GCCEvaluation Protocol=Three-fold cross-validation2026.05 | 1.91 | 1.8 | 1.84 | 0.6 | 3.46 | |
| CCC (dist+ext)2021.06 | 1.95 | 1.38 | 1.22 | 0.35 | 4.76 | |
| MIMTEvaluation Protocol=Three-fold cross-validation2026.05 | 2.27 | 1.76 | 2.01 | 0.52 | 5.95 | |
| CNN2021.06 | 2.36 | 1.95 | — | — | — | |
| CNNEvaluation Protocol=Three-fold cross-validation2026.05 | 2.36 | 1.95 | — | — | — | |
| Regression Tree2021.06 | 2.42 | 1.65 | 1.75 | 0.38 | 5.87 | |
| Corrected-Moment (Color)2021.06 | 2.96 | 2.15 | — | 0.64 | 6.69 | |
| Exemplar2021.06 | 3.1 | 2.3 | — | — | — | |
| Corrected-Moment (Edge)2021.06 | 3.12 | 2.38 | — | 0.9 | 6.46 | |
| Cheng et al.2021.06 | 3.52 | 2.14 | 2.47 | 0.5 | 8.74 | |
| Cheng et al.Evaluation Protocol=Three-fold cross-validation2026.05 | 3.52 | 2.14 | 2.47 | 0.5 | 8.74 | |
| Spatio-spectral (GenPrior)2021.06 | 3.59 | 2.96 | 3.1 | 0.95 | 7.61 | |
| NIS2021.06 | 4.19 | 3.13 | 3.45 | 1 | 9.22 | |
| General Gray World2021.06 | 4.66 | 3.48 | 3.81 | 1 | 10.58 | |
| Shades-of-Gray2021.06 | 4.93 | 4.01 | 4.23 | 1.14 | 10.2 | |
| Shades-of-GrayEvaluation Protocol=Three-fold cross-validation2026.05 | 4.93 | 4.01 | 4.23 | 1.14 | 10.2 | |
| Gray World2021.06 | 6.36 | 6.28 | 6.28 | 2.33 | 10.58 | |
| White Patch2021.06 | 7.55 | 5.68 | 6.35 | 1.45 | 16.12 | |
| White PatchEvaluation Protocol=Three-fold cross-validation2026.05 | 7.55 | 5.68 | 6.35 | 1.45 | 16.12 |