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Long Tail Learning On Mimic Cxr Lt

Metrics

Balanced Accuracy

Results

Performance results of various models on this benchmark

Model Name	Balanced Accuracy	Paper Title	Repository
MixUp	0.176	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted Focal Loss	0.239	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-balanced LDAM-DRW	0.267	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-balanced Softmax	0.227	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted Softmax	0.211	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Softmax	0.169	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Decoupling (tau-norm)	0.230	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-balanced Focal Loss	0.191	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-balanced LDAM	0.225	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted LDAM	0.243	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Balanced-MixUp	0.168	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
LDAM	0.165	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Focal Loss	0.172	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted LDAM-DRW	0.275	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Decoupling (cRT)	0.296	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study

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