MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis

Understand

We present MedMNIST, a collection of 10 pre-processed medical open datasets.

• MedMNIST is standardized to perform classification tasks on lightweight 28x28 images, which requires no background knowledge.
• Covering the primary data modalities in medical image analysis, it is diverse on data scale (from 100 to 100,000) and tasks (binary/multi-class, ordinal regression and multi-label).
• MedMNIST could be used for educational purpose, rapid prototyping, multi-modal machine learning or AutoML in medical image analysis.