Medical X-Ray Classification
About this Dataset
50,000 chest X-ray images annotated with multi-label disease classifications across 14 conditions including pneumonia, cardiomegaly, and pleural effusion. All annotations were reviewed by board-certified radiologists and cross-validated against clinical discharge records. Images are 1024×1024px, anonymized in compliance with HIPAA regulations, and include patient age bracket, sex, and imaging equipment metadata. Class weighting information is provided to account for natural disease prevalence imbalance.
Validation Report
Quality Analysis
Issues
- !Uneven class distribution for rare diseases (< 0.5% prevalence)
- !12 samples with ambiguous multi-label annotations flagged for review
Strengths
- Clinical-grade annotations reviewed by certified radiologists
- 1024×1024 high-resolution imaging
- 14-condition multi-label coverage
- Full HIPAA-compliant anonymization
Category & Use Cases
Recommended Use Cases
Originality Check
Original clinical dataset. No meaningful overlap found with major public medical imaging repositories including CheXpert or NIH Chest X-ray.
Access Price
23
Total Purchases
Apr 28, 2026
Listed