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Image Classification on Colored MNIST (test)

75AccuracyOPTIMAL
9.386426.420743.45560.4893Jul 5, 2019Oct 1, 2019Dec 29, 2019Mar 26, 2020Jun 23, 2020Sep 19, 2020Dec 17, 2020

Evaluation results

MethodLinks
OPTIMAL2020.0275
Optimal invariant modeltype=hypothetical2019.0775
Optimal invariant modeltype=hypothetical2020.1275
Optimum2020.0375
ERMinput_type=grayscale, type=oracle2019.0773
ERM, grayscale modeltype=oracle2020.1273
Grayscale oracle2020.0373
DecAug2020.1269.6
Rex2020.1268.7
V-RExtuned on test set=false2020.0368.7
IRM2019.0766.9
IRM2020.1266.9
IRMtuned on test set=true2020.0366.9
MM-RExtuned on test set=true2020.0366.1
F-IRMGames2020.1259.91
Random guessingtype=hypothetical2019.0750
Chance2020.0350
V-IRMGames2020.1249.06
ReBiasimplementation=authors' implementation2020.1229.4
RItuned on test set=true2020.0322.3
ERM2019.0717.1
ERMimplementation=authors' implementation2020.1217.1
ERMtuned on test set=true2020.0317.1
JiGenimplementation=authors' implementation2020.1211.91