MIMIC-CXR-LT

long-tailed version of MIMIC-CXR

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

Overview

MIMIC-CXR-LT. We construct a single-label, long-tailed version of MIMIC-CXR in a similar manner. MIMIC-CXR is a multi-label classification dataset with over 200,000 chest X-rays labeled with 13 pathologies and a “No Findings” class. The resulting MIMIC-CXR-LT dataset contains 19 classes, of which 10 are head classes, 6 are medium classes, and 3 are tail classes. MIMIC-CXR-LT contains 111,792 images labeled with one of 18 diseases, with 87,493 training images and 23,550 test set images. The validation and balanced test sets contain 15 and 30 images per class, respectively.

Variants: MIMIC-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 Reweighted 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 Class-balanced 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 Reweighted Softmax 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 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 Softmax 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 LDAM Long-Tailed Classification of Thorax Diseases … 2022-08-29

Research Papers

Recent papers with results on this dataset:

External Links: