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ResearchFormerly WizWand

Corruption Detection on ImageNet100 label noise

100F1 ScoreGhostSuite
43.00857.80472.687.396Apr 30, 2024
Updated 4mo ago

Evaluation results

MethodLinks
GhostSuiteEvaluation=Scale, Setting=n = 1002024.04100——
NDDVEvaluation=Scale, Setting=n = 1002024.04100—0
NDDVEvaluation=Scale, Setting=n = 1,0002024.0498.5—0.533
NDDVEvaluation=Head-to-head, Setting=10% label noise, n = 7,5002024.0498—0.001
NDDVEvaluation=Scale, Setting=n = 10,0002024.0498—0.12
Data-OOBEvaluation=Head-to-head, Setting=10% label noise, n = 7,5002024.0497.9——
Data-OOBEvaluation=Label-noise mean, Setting=Noise rates 5%–45%2024.0493.7——
NDDVEvaluation=Label-noise mean, Setting=Noise rates 5%–45%2024.0493.3—0.004
LossValEvaluation=Scale, Setting=n = 10,0002024.0486——
GhostSuiteEvaluation=Scale, Setting=n = 1,0002024.0445.2——
GhostSuiteEvaluation=Scale, Setting=n = 1002024.04—95—
GhostSuiteEvaluation=Scale, Setting=n = 1,0002024.04—95—
GhostSuiteEvaluation=Scale, Setting=n = 10,0002024.04—95—
NDDVEvaluation=Scale, Setting=n = 1002024.04—950
NDDVEvaluation=Scale, Setting=n = 1,0002024.04—950
NDDVEvaluation=Scale, Setting=n = 10,0002024.04—950