Classification Calibration on nuScenes Singapore semantic shift from Boston (test)
3.645D-ECEDensity-aware Isotonic Regression
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Density-aware Isotonic RegressionDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 3.645 | 21.81 | |
| Isotonic RegressionDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 5.137 | 24.731 | |
| Density-aware Platt ScalingDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 5.789 | 23.354 | |
| Platt ScalingDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 6.34 | 24.88 | |
| Density-aware Temperature ScalingDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 7.987 | 25.055 | |
| Temperature ScalingDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 8.51 | 25.747 | |
| UncalibratedDetector Model=PETR, Calibration Granularity=class-wise2026.05 | 10.109 | 26.682 |