Long-tail Learning on MIMIC-CXR-LT

Metric: Balanced Accuracy (higher is better)

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#	Model↕	Balanced Accuracy▼	Augmentations	Paper	Date↕	Code
1	Decoupling (cRT)	0.296	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
2	Reweighted LDAM-DRW	0.275	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
3	Class-balanced LDAM-DRW	0.267	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
4	Reweighted LDAM	0.243	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
5	Reweighted Focal Loss	0.239	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
6	Decoupling (tau-norm)	0.23	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
7	Class-balanced Softmax	0.227	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
8	Class-balanced LDAM	0.225	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
9	Reweighted Softmax	0.211	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
10	Class-balanced Focal Loss	0.191	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
11	MixUp	0.176	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
12	Focal Loss	0.172	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
13	Softmax	0.169	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
14	Balanced-MixUp	0.168	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
15	LDAM	0.165	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code

#1Decoupling (cRT)SOTA
0.296
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#2Reweighted LDAM-DRW
0.275
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#3Class-balanced LDAM-DRW
0.267
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#4Reweighted LDAM
0.243
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#5Reweighted Focal Loss
0.239
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#6Decoupling (tau-norm)
0.23
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#7Class-balanced Softmax
0.227
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#8Class-balanced LDAM
0.225
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#9Reweighted Softmax
0.211
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#10Class-balanced Focal Loss
0.191
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#11MixUp
0.176
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#12Focal Loss
0.172
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#13Softmax
0.169
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#14Balanced-MixUp
0.168
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#15LDAM
0.165
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code