Color Constancy on NUS-8 cross-sensor
1.49Mean ErrorVLM-CC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VLM-CCProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 1.49 | 1.23 | 1.28 | 0.46 | 2.98 | |
| CCMNetProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 1.71 | 1.31 | 1.4 | 0.48 | 3.62 | |
| C5 (m=9)Protocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 1.77 | 1.37 | 1.46 | 0.48 | 3.75 | |
| GCCProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.03 | 1.78 | 1.83 | 0.77 | 3.69 | |
| SIIEProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.05 | 1.5 | — | 0.52 | 4.48 | |
| C5Protocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.54 | 1.9 | 2.02 | 0.61 | 5.61 | |
| DMCCProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.8 | 2.12 | 2.25 | 0.74 | 5.88 | |
| FFCCProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.87 | 2.14 | 2.3 | 0.71 | 6.23 | |
| Grayness IndexProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.91 | 1.97 | 2.13 | 0.56 | 6.67 | |
| PCA-based B/W ColorsProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 2.93 | 2.33 | 2.42 | 0.78 | 6.13 | |
| Quasi-UProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 3 | 2.25 | — | — | — | |
| Cross-dataset CCProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 3.08 | 2.24 | — | — | — | |
| Local Surface Refl.Protocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 3.45 | 2.51 | 2.7 | 0.98 | 7.32 | |
| Shades-of-GrayProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 3.67 | 2.94 | 3.03 | 0.98 | 7.75 | |
| Gray-worldProtocol=Cross-sensor evaluation, Training=7 cameras, Testing=last camera2026.05 | 4.59 | 3.46 | 3.81 | 1.16 | 9.85 |