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ResearchFormerly WizWand

Confidence Calibration on vehicle

0.001Calibration ErrorIRP
-0.022960.138770.30050.46223Mar 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
IRPClassifier=Linear SVM, Recalibrator=IRP2026.030.001—
IRPBase Model=Linear SVM2026.030.009—
IRPClassifier=MLP, Recalibrator=IRP2026.030.04—
Matrix ScalingClassifier=MLP, Recalibrator=MS2026.030.05—
Temperature ScalingClassifier=MLP, Recalibrator=TS2026.030.051—
BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=302026.030.055—
Isotonic RegressionClassifier=MLP, Recalibrator=IR2026.030.057—
Orthogonal IsotonicClassifier=Linear SVM, Recalibrator=OI2026.030.058—
BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=502026.030.062—
Dirichlet CalibrationClassifier=MLP, Recalibrator=Dir2026.030.063—
No RecalibrationClassifier=MLP, Recalibrator=—2026.030.064—
Histogram BinningClassifier=MLP, Recalibrator=Bin2026.030.064—
BrenierIRClassifier=MLP, Recalibrator=BrenierIR, k=152026.030.078—
Matrix ScalingClassifier=Linear SVM, Recalibrator=MS2026.030.084—
Isotonic RegressionClassifier=Linear SVM, Recalibrator=IR2026.030.088—
BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=152026.030.095—
Histogram BinningClassifier=Linear SVM, Recalibrator=Bin2026.030.099—
BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=302026.030.1—
Temperature ScalingClassifier=Linear SVM, Recalibrator=TS2026.030.101—
IRPBase Model=MLP2026.030.103—
No RecalibrationClassifier=Linear SVM, Recalibrator=—2026.030.106—
BrenierIRClassifier=Linear SVM, Recalibrator=BrenierIR, k=502026.030.115—
Dirichlet CalibrationClassifier=Linear SVM, Recalibrator=Dir2026.030.138—
BrenierIRBase Model=MLP, k=302026.030.145—
BrenierIRBase Model=MLP, k=152026.030.177—
IRBase Model=MLP2026.030.199—
BrenierIRBase Model=MLP, k=502026.030.202—
DirBase Model=MLP2026.030.208—
Orthogonal IsotonicClassifier=MLP, Recalibrator=OI2026.030.214—
UncalibratedBase Model=MLP2026.030.294—
TSBase Model=MLP2026.030.298—
BinBase Model=MLP2026.030.3—
BrenierIRBase Model=Linear SVM, k=152026.030.308—
MSBase Model=MLP2026.030.31—
BrenierIRBase Model=Linear SVM, k=302026.030.402—
BinBase Model=Linear SVM2026.030.444—
BrenierIRBase Model=Linear SVM, k=502026.030.45—
IRBase Model=Linear SVM2026.030.456—
OIBase Model=MLP2026.030.474—
MSBase Model=Linear SVM2026.030.515—
DirBase Model=Linear SVM2026.030.536—
UncalibratedBase Model=Linear SVM2026.030.553—
TSBase Model=Linear SVM2026.030.567—
OIBase Model=Linear SVM2026.030.6—
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