ML Research Wiki / Benchmarks / Long-tail Learning / MIMIC-CXR-LT

MIMIC-CXR-LT

Long-tail Learning Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Balanced Accuracy

Top Performing Models

Rank Model Paper Balanced Accuracy Date Code
1 Decoupling (cRT) Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.30 2022-08-29 📦 vita-group/longtailcxr
2 Reweighted LDAM-DRW Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.28 2022-08-29 📦 vita-group/longtailcxr
3 Class-balanced LDAM-DRW Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.27 2022-08-29 📦 vita-group/longtailcxr
4 Reweighted LDAM Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.24 2022-08-29 📦 vita-group/longtailcxr
5 Reweighted Focal Loss Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.24 2022-08-29 📦 vita-group/longtailcxr
6 Decoupling (tau-norm) Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.23 2022-08-29 📦 vita-group/longtailcxr
7 Class-balanced Softmax Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.23 2022-08-29 📦 vita-group/longtailcxr
8 Class-balanced LDAM Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.23 2022-08-29 📦 vita-group/longtailcxr
9 Reweighted Softmax Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.21 2022-08-29 📦 vita-group/longtailcxr
10 Class-balanced Focal Loss Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study 0.19 2022-08-29 📦 vita-group/longtailcxr

All Papers (15)