Disease Classification2019en

MIMIC-CXR: Medical Information Mart for Intensive Care - Chest X-ray

377,110 chest X-ray images from 227,835 studies of 65,379 patients with free-text radiology reports. Largest publicly available chest X-ray dataset with paired image-text data.

Metrics:auroc, accuracy
Paper / WebsiteDownload
Current State of the Art

CheXzero

Harvard/MIT

89.2

auroc

auroc Progress Over Time

Showing 2 breakthroughs from Oct 2020 to Dec 2025

85.486.487.588.589.6Oct 2020Dec 2025aurocDate

Key Milestones

Oct 2020
ConVIRT

Contrastive pre-training on paired image-text.

85.7
Source
Dec 2025
CheXzeroCurrent SOTA

Zero-shot on MIMIC-CXR test set.

89.2
+4.1%
Source
Total Improvement
4.1%
Time Span
5y 4m
Breakthroughs
2
Current SOTA
89.2

Top Models Performance Comparison

Top 3 models ranked by auroc

auroc1CheXzero89.2100.0%2TorchXRayVision86.396.7%3ConVIRT85.796.1%0%25%50%75%100%% of best
Best Score
89.2
Top Model
CheXzero
Models Compared
3
Score Range
3.5

aurocPrimary

#ModelScorePaper / CodeDate
1
CheXzeroOpen Source
Harvard/MIT		89.2
research-paper
Dec 2025
2
TorchXRayVisionOpen Source
Cohen Lab		86.3
github-readme
Dec 2025
3
ConVIRTOpen Source
NYU		85.7
research-paper
Dec 2025

Other Disease Classification Datasets

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