Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study

Benchmark Model Rank Results
long-tail-learning-on-mimic-cxr-ltDecoupling (cRT)#1Balanced Accuracy: 0.296
long-tail-learning-on-mimic-cxr-ltReweighted LDAM-DRW#2Balanced Accuracy: 0.275
long-tail-learning-on-mimic-cxr-ltClass-balanced LDAM-DRW#3Balanced Accuracy: 0.267
long-tail-learning-on-mimic-cxr-ltReweighted LDAM#4Balanced Accuracy: 0.243
long-tail-learning-on-mimic-cxr-ltReweighted Focal Loss#5Balanced Accuracy: 0.239
long-tail-learning-on-mimic-cxr-ltDecoupling (tau-norm)#6Balanced Accuracy: 0.230
long-tail-learning-on-mimic-cxr-ltClass-balanced Softmax#7Balanced Accuracy: 0.227
long-tail-learning-on-mimic-cxr-ltClass-balanced LDAM#8Balanced Accuracy: 0.225
long-tail-learning-on-mimic-cxr-ltReweighted Softmax#9Balanced Accuracy: 0.211
long-tail-learning-on-mimic-cxr-ltClass-balanced Focal Loss#10Balanced Accuracy: 0.191
long-tail-learning-on-mimic-cxr-ltMixUp#11Balanced Accuracy: 0.176
long-tail-learning-on-mimic-cxr-ltFocal Loss#12Balanced Accuracy: 0.172
long-tail-learning-on-mimic-cxr-ltSoftmax#13Balanced Accuracy: 0.169
long-tail-learning-on-mimic-cxr-ltBalanced-MixUp#14Balanced Accuracy: 0.168
long-tail-learning-on-mimic-cxr-ltLDAM#15Balanced Accuracy: 0.165
long-tail-learning-on-nih-cxr-ltDecoupling (cRT)#1Balanced Accuracy: 0.294
long-tail-learning-on-nih-cxr-ltReweighted LDAM-DRW#2Balanced Accuracy: 0.289
long-tail-learning-on-nih-cxr-ltClass-balanced LDAM-DRW#3Balanced Accuracy: 0.281
long-tail-learning-on-nih-cxr-ltReweighted LDAM#4Balanced Accuracy: 0.279
long-tail-learning-on-nih-cxr-ltClass-Balanced Softmax#5Balanced Accuracy: 0.269
long-tail-learning-on-nih-cxr-ltReweighted Softmax#6Balanced Accuracy: 0.260
long-tail-learning-on-nih-cxr-ltClass-balanced LDAM#7Balanced Accuracy: 0.235
long-tail-learning-on-nih-cxr-ltClass-Balanced Focal Loss#8Balanced Accuracy: 0.232
long-tail-learning-on-nih-cxr-ltDecoupling (tau-norm)#9Balanced Accuracy: 0.214
long-tail-learning-on-nih-cxr-ltReweighted Focal Loss#10Balanced Accuracy: 0.197
long-tail-learning-on-nih-cxr-ltLDAM#11Balanced Accuracy: 0.178
long-tail-learning-on-nih-cxr-ltBalanced-MixUp#12Balanced Accuracy: 0.155
long-tail-learning-on-nih-cxr-ltFocal Loss#13Balanced Accuracy: 0.122
long-tail-learning-on-nih-cxr-ltMixUp#14Balanced Accuracy: 0.118
long-tail-learning-on-nih-cxr-ltSoftmax#15Balanced Accuracy: 0.115