Color Constancy on NUS-8 (three-fold cross val)
1.57Mean Angular Error (MAE)AID
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AIDEvaluation Protocol=three-fold cross-validation, K=5, T=3, Dslot=64, Dattn=642024.02 | 1.57 | 1.03 | 1.16 | 0.37 | 3.67 | 1.21 | |
| CLCCBackbone=SqueezeNet, Augmentation=Full-Aug, Number of Parameters=1.73M2021.06 | 1.84 | 1.31 | 1.42 | 0.41 | 4.2 | — | |
| CLCCEvaluation Protocol=three-fold cross-validation2024.02 | 1.84 | 1.31 | 1.42 | 0.41 | 4.2 | 1.42 | |
| IGTNvariant=full, Number of Parameters=500M2021.06 | 1.85 | 1.24 | — | 0.36 | 4.58 | — | |
| C4Number of Parameters=5.19M2021.06 | 1.96 | 1.42 | 1.53 | 0.48 | 4.4 | — | |
| FFCC-4 channelschannels=42021.06 | 1.99 | 1.31 | 1.43 | 0.35 | 4.75 | — | |
| FFCCEvaluation Protocol=three-fold cross-validation2024.02 | 1.99 | 1.31 | 1.43 | 0.35 | 4.75 | 1.44 | |
| IGTNvariant=vanilla triplet loss2021.06 | 2.02 | 1.36 | — | 0.45 | 4.7 | — | |
| AlexNet-FC4Backbone=AlexNet2021.06 | 2.12 | 1.53 | 1.67 | 0.48 | 4.78 | — | |
| AlexNet-FC4Evaluation Protocol=three-fold cross-validation2024.02 | 2.12 | 1.53 | 1.67 | 0.48 | 4.78 | 1.66 | |
| IGTNvariant=no learnable histogram2021.06 | 2.15 | 1.52 | — | 0.47 | 5.28 | — | |
| SqueezeNet-FC4Backbone=SqueezeNet, Number of Parameters=1.73M2021.06 | 2.23 | 1.57 | 1.72 | 0.47 | 5.15 | — | |
| DS-Netarchitecture=HypNet + SelNet2021.06 | 2.24 | 1.46 | 1.68 | 0.48 | 6.08 | — | |
| IGTNvariant=no triplet loss2021.06 | 2.28 | 1.64 | — | 0.51 | 5.2 | — | |
| Regression Tree2021.06 | 2.36 | 1.59 | 1.74 | 0.49 | 5.54 | — | |
| CCCmode=dist+ext2021.06 | 2.38 | 1.48 | 1.69 | 0.45 | 5.85 | — | |
| CCCEvaluation Protocol=three-fold cross-validation2024.02 | 2.38 | 1.48 | 1.69 | 0.45 | 5.85 | 1.73 | |
| Cheng et al.2021.06 | 2.92 | 2.04 | 2.24 | 0.62 | 6.61 | — | |
| Spatio-spectral (GenPrior)2021.06 | 2.96 | 2.33 | 2.47 | 0.8 | 6.18 | — | |
| Corrected-Moment (Edge)2021.06 | 3.03 | 2.11 | 2.25 | 0.68 | 7.08 | — | |
| Corrected-Moment (Color)2021.06 | 3.05 | 1.9 | 2.13 | 0.65 | 7.41 | — | |
| 1st-order Gray-Edge2021.06 | 3.2 | 2.22 | 2.43 | 0.72 | 7.36 | — | |
| 2nd-order Gray-Edge2021.06 | 3.2 | 2.26 | 2.44 | 0.75 | 7.27 | — | |
| Shades-of-Gray2021.06 | 3.4 | 2.57 | 2.73 | 0.77 | 7.41 | — | |
| Bayesian2021.06 | 3.67 | 2.73 | 2.91 | 0.82 | 8.21 | — | |
| NIS2021.06 | 3.71 | 2.6 | 2.84 | 0.79 | 8.47 | — | |
| Gray-World2021.06 | 4.14 | 3.2 | 3.39 | 0.9 | 9 | — | |
| Intersection-based Gamut2021.06 | 7.2 | 5.96 | 6.28 | 2.2 | 13.61 | — | |
| Pixel-based Gamut2021.06 | 7.7 | 6.71 | 6.9 | 2.51 | 14.05 | — | |
| Edge-based Gamut2021.06 | 8.43 | 7.05 | 7.37 | 2.41 | 16.08 | — | |
| White-Patch2021.06 | 10.62 | 10.58 | 10.49 | 1.86 | 19.45 | — |