Generalized Few-Shot Learning on NIH-CXR-LT

Metric: Balanced Accuracy (higher is better)

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#	Model↕	Balanced Accuracy▼	Augmentations	Paper	Date↕	Code
1	Decoupling (cRT)	0.294	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
2	Reweighted LDAM-DRW	0.289	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
3	Class-balanced LDAM-DRW	0.281	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
4	Reweighted LDAM	0.279	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
5	Class-Balanced Softmax	0.269	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
6	Reweighted Softmax	0.26	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
7	Class-balanced LDAM	0.235	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
8	Class-Balanced Focal Loss	0.232	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
9	Decoupling (tau-norm)	0.214	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
10	Reweighted Focal Loss	0.197	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
11	LDAM	0.178	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
12	Balanced-MixUp	0.155	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
13	Focal Loss	0.122	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
14	MixUp	0.118	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code
15	Softmax	0.115	No	Long-Tailed Classification of Thorax Diseases on...	2022-08-29	Code

#1Decoupling (cRT)SOTA
0.294
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#2Reweighted LDAM-DRW
0.289
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#3Class-balanced LDAM-DRW
0.281
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#4Reweighted LDAM
0.279
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#5Class-Balanced Softmax
0.269
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#6Reweighted Softmax
0.26
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#7Class-balanced LDAM
0.235
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#8Class-Balanced Focal Loss
0.232
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#9Decoupling (tau-norm)
0.214
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#10Reweighted Focal Loss
0.197
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#11LDAM
0.178
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#12Balanced-MixUp
0.155
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#13Focal Loss
0.122
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#14MixUp
0.118
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code
#15Softmax
0.115
Balanced Accuracy· 2022-08-29
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study Code