NIH-CXR-LT

Long-tailed (LT) NIH ChestXRay14

Dataset Information
Modalities
Images, Medical
Introduced
2022
License
Unknown
Homepage
Official Website
Contents

Overview

NIH-CXR-LT. NIH ChestXRay14 contains over 100,000 chest X-rays labeled with 14 pathologies, plus a “No Findings” class. We construct a single-label, long-tailed version of the NIH ChestXRay14 dataset by introducing five new disease findings described above. The resulting NIH-CXR-LT dataset has 20 classes, including 7 head classes, 10 medium classes, and 3 tail classes. NIH-CXR-LT contains 88,637 images labeled with one of 19 thorax diseases, with 68,058 training and 20,279 test images. The validation and balanced test sets contain 15 and 30 images per class, respectively.

Variants: NIH-CXR-LT

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Long-tail Learning Decoupling (cRT) Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Reweighted LDAM-DRW Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Class-balanced LDAM-DRW Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Reweighted LDAM Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Class-Balanced Softmax Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Reweighted Softmax Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Class-balanced LDAM Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Class-Balanced Focal Loss Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Decoupling (tau-norm) Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Reweighted Focal Loss Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning LDAM Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Balanced-MixUp Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Focal Loss Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning MixUp Long-Tailed Classification of Thorax Diseases … 2022-08-29
Long-tail Learning Softmax Long-Tailed Classification of Thorax Diseases … 2022-08-29

Research Papers

Recent papers with results on this dataset:

External Links: