Confidence Calibration on vehicle
0.001Calibration ErrorIRP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IRPClassifier=Linear SVM, Recalibrator=IRP2026.03 | 0.001 | — | |
| IRPBase Model=Linear SVM2026.03 | 0.009 | — | |
| IRPClassifier=MLP, Recalibrator=IRP2026.03 | 0.04 | — | |
| Matrix ScalingClassifier=MLP, Recalibrator=MS2026.03 | 0.05 | — | |
| Temperature ScalingClassifier=MLP, Recalibrator=TS2026.03 | 0.051 | — | |
| BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=302026.03 | 0.055 | — | |
| Isotonic RegressionClassifier=MLP, Recalibrator=IR2026.03 | 0.057 | — | |
| Orthogonal IsotonicClassifier=Linear SVM, Recalibrator=OI2026.03 | 0.058 | — | |
| BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=502026.03 | 0.062 | — | |
| Dirichlet CalibrationClassifier=MLP, Recalibrator=Dir2026.03 | 0.063 | — | |
| No RecalibrationClassifier=MLP, Recalibrator=—2026.03 | 0.064 | — | |
| Histogram BinningClassifier=MLP, Recalibrator=Bin2026.03 | 0.064 | — | |
| BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=152026.03 | 0.078 | — | |
| Matrix ScalingClassifier=Linear SVM, Recalibrator=MS2026.03 | 0.084 | — | |
| Isotonic RegressionClassifier=Linear SVM, Recalibrator=IR2026.03 | 0.088 | — | |
| BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=152026.03 | 0.095 | — | |
| Histogram BinningClassifier=Linear SVM, Recalibrator=Bin2026.03 | 0.099 | — | |
| BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=302026.03 | 0.1 | — | |
| Temperature ScalingClassifier=Linear SVM, Recalibrator=TS2026.03 | 0.101 | — | |
| IRPBase Model=MLP2026.03 | 0.103 | — | |
| No RecalibrationClassifier=Linear SVM, Recalibrator=—2026.03 | 0.106 | — | |
| BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=502026.03 | 0.115 | — | |
| Dirichlet CalibrationClassifier=Linear SVM, Recalibrator=Dir2026.03 | 0.138 | — | |
| BrenierIRBase Model=MLP, k=302026.03 | 0.145 | — | |
| BrenierIRBase Model=MLP, k=152026.03 | 0.177 | — | |
| IRBase Model=MLP2026.03 | 0.199 | — | |
| BrenierIRBase Model=MLP, k=502026.03 | 0.202 | — | |
| DirBase Model=MLP2026.03 | 0.208 | — | |
| Orthogonal IsotonicClassifier=MLP, Recalibrator=OI2026.03 | 0.214 | — | |
| UncalibratedBase Model=MLP2026.03 | 0.294 | — | |
| TSBase Model=MLP2026.03 | 0.298 | — | |
| BinBase Model=MLP2026.03 | 0.3 | — | |
| BrenierIRBase Model=Linear SVM, k=152026.03 | 0.308 | — | |
| MSBase Model=MLP2026.03 | 0.31 | — | |
| BrenierIRBase Model=Linear SVM, k=302026.03 | 0.402 | — | |
| BinBase Model=Linear SVM2026.03 | 0.444 | — | |
| BrenierIRBase Model=Linear SVM, k=502026.03 | 0.45 | — | |
| IRBase Model=Linear SVM2026.03 | 0.456 | — | |
| OIBase Model=MLP2026.03 | 0.474 | — | |
| MSBase Model=Linear SVM2026.03 | 0.515 | — | |
| DirBase Model=Linear SVM2026.03 | 0.536 | — | |
| UncalibratedBase Model=Linear SVM2026.03 | 0.553 | — | |
| TSBase Model=Linear SVM2026.03 | 0.567 | — | |
| OIBase Model=Linear SVM2026.03 | 0.6 | — | |
| BinBase Classifier=MLP2026.03 | — | 0.052 | |
| BinBase Classifier=linear SVM2026.03 | — | 0.082 | |
| BrenierIRBase Classifier=MLP, k=152026.03 | — | 0.044 | |
| BrenierIRBase Classifier=MLP, k=302026.03 | — | 0.027 | |
| BrenierIRBase Classifier=MLP, k=502026.03 | — | 0.044 | |
| BrenierIRBase Classifier=linear SVM, k=152026.03 | — | 0.061 | |
| BrenierIRBase Classifier=linear SVM, k=302026.03 | — | 0.072 | |
| BrenierIRBase Classifier=linear SVM, k=502026.03 | — | 0.07 | |
| DirBase Classifier=MLP2026.03 | — | 0.04 | |
| DirBase Classifier=linear SVM2026.03 | — | 0.104 | |
| IRBase Classifier=MLP2026.03 | — | 0.04 | |
| IRBase Classifier=linear SVM2026.03 | — | 0.066 | |
| IRPBase Classifier=MLP2026.03 | — | 0.021 | |
| IRPBase Classifier=linear SVM2026.03 | — | 0.002 | |
| MSBase Classifier=MLP2026.03 | — | 0.057 | |
| MSBase Classifier=linear SVM2026.03 | — | 0.084 | |
| OIBase Classifier=MLP2026.03 | — | 0.116 | |
| OIBase Classifier=linear SVM2026.03 | — | 0.098 | |
| TSBase Classifier=MLP2026.03 | — | 0.055 | |
| TSBase Classifier=linear SVM2026.03 | — | 0.087 | |
| UncalibratedBase Classifier=MLP2026.03 | — | 0.058 | |
| UncalibratedBase Classifier=linear SVM2026.03 | — | 0.074 |