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ResearchFormerly WizWand

Image Classification Calibration on ImageNet 16H 1.0 (test)

0.0197ECEP+L
0.0156960.0427230.069750.096777Sep 29, 2021
Updated 8mo ago

Evaluation results

MethodLinks
P+LNoise Level=80, Calibration Fitting Points=5000, Recalibrated=true2021.090.01970.00570.25
P+LNoise Level=95, Calibration Fitting Points=5000, Recalibrated=true2021.090.02510.00740.33
P+LNoise Level=110, Calibration Fitting Points=5000, Recalibrated=true2021.090.030.01030.47
P+LNoise Level=95, Calibration Fitting Points=102021.090.03040.00780.37
P+LNoise Level=80, Calibration Fitting Points=50002021.090.03070.00570.28
P+LBackbone=VGG-19, Calibration fitting data size=5000, Evaluator type=Recalibrated Combination2021.090.03170.00560.27
P+LNoise Level=125, Calibration Fitting Points=5000, Recalibrated=true2021.090.03370.01590.74
P+LBackbone=VGG-19, Calibration fitting data size=10, Evaluator type=Combination2021.090.03910.00590.37
P+LBackbone=VGG-19, Calibration fitting data size=5000, Evaluator type=Combination2021.090.04010.00540.34
P+LNoise Level=80, Calibration Fitting Points=02021.090.0410.00670.34
P+LNoise Level=110, Calibration Fitting Points=102021.090.04190.01030.56
P+LNoise Level=95, Calibration Fitting Points=50002021.090.04320.00750.36
GoogLeNetNoise Level=80, Calibration Fitting Points=50002021.090.04520.0130.5
P+LNoise Level=80, Calibration Fitting Points=102021.090.0460.00630.29
P+LBackbone=VGG-19, Calibration fitting data size=0, Evaluator type=Combination2021.090.05170.00680.49
GoogLeNetNoise Level=110, Calibration Fitting Points=102021.090.05340.01660.66
GoogLeNetNoise Level=110, Calibration Fitting Points=50002021.090.05340.01650.66
P+LNoise Level=95, Calibration Fitting Points=02021.090.05680.00870.43
GoogLeNetNoise Level=95, Calibration Fitting Points=50002021.090.05760.01470.56
GoogLeNetNoise Level=80, Calibration Fitting Points=102021.090.05910.0130.5
P+LNoise Level=110, Calibration Fitting Points=50002021.090.05980.01120.53
GoogLeNetNoise Level=125, Calibration Fitting Points=50002021.090.06540.02190.85
P+LNoise Level=125, Calibration Fitting Points=102021.090.06660.01680.89
GoogLeNetNoise Level=125, Calibration Fitting Points=102021.090.06780.02190.85
VGG-19Backbone=VGG-19, Calibration fitting data size=5000, Evaluator type=Model2021.090.07150.01010.52
VGG-19Backbone=VGG-19, Calibration fitting data size=10, Evaluator type=Model2021.090.0730.01010.53
GoogLeNetNoise Level=80, Calibration Fitting Points=02021.090.07390.01330.59
GoogLeNetNoise Level=95, Calibration Fitting Points=102021.090.0760.01460.56
P+LNoise Level=110, Calibration Fitting Points=02021.090.0760.01230.6
P+LNoise Level=125, Calibration Fitting Points=50002021.090.07980.01860.79
VGG-19Backbone=VGG-19, Calibration fitting data size=0, Evaluator type=Model2021.090.08540.0110.71
GoogLeNetNoise Level=110, Calibration Fitting Points=02021.090.09040.0170.75
GoogLeNetNoise Level=95, Calibration Fitting Points=02021.090.09230.01470.65
P+LNoise Level=125, Calibration Fitting Points=02021.090.10950.01920.88
GoogLeNetNoise Level=125, Calibration Fitting Points=02021.090.11980.02310.97