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Long Tail Learning On Nih Cxr Lt

Metrics

Balanced Accuracy

Results

Performance results of various models on this benchmark

Model Name	Balanced Accuracy	Paper Title	Repository
Reweighted Focal Loss	0.197	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Focal Loss	0.122	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Balanced-MixUp	0.155	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Softmax	0.115	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted LDAM	0.279	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
LDAM	0.178	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-balanced LDAM	0.235	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Decoupling (cRT)	0.294	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted LDAM-DRW	0.289	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Decoupling (tau-norm)	0.214	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-Balanced Focal Loss	0.232	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
MixUp	0.118	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-balanced LDAM-DRW	0.281	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Reweighted Softmax	0.260	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
Class-Balanced Softmax	0.269	Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study

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