Medical

Building healthcare AI? Find benchmarks for medical imaging, disease diagnosis, clinical text processing, and drug discovery.

4 tasks 9 datasets 44 results

Medical Image Segmentation

Segmenting organs and abnormalities in medical images.

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Disease Classification

Diagnosing diseases from medical images or data.

9 datasets 44 results
ABIDE I Autism Brain Imaging Data Exchange I 2012
SOTA: 98 (accuracy)
plymouth-dl-model

1,112 resting-state fMRI datasets from 539 individuals with autism spectrum disorder (ASD) and 573 typically developing controls across 17 international sites. Multi-site neuroimaging data for autism classification and biomarker discovery.

ABIDE II Autism Brain Imaging Data Exchange II 2017
SOTA: 93 (auc)
deepasd

1,114 datasets from 521 individuals with autism spectrum disorder (ASD) and 593 typically developing controls across 19 sites. Second large-scale release complementing ABIDE I with additional multi-site neuroimaging data.

CheXpert CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels 2019
SOTA: 93 (auroc)
chexpert-auc-maximizer

224,316 chest radiographs from 65,240 patients with 14 pathology labels. Includes uncertainty labels and expert radiologist annotations for validation set. The gold standard for chest X-ray classification.

MIMIC-CXR MIMIC-CXR: Medical Information Mart for Intensive Care - Chest X-ray 2019
SOTA: 89.2 (auroc)
chexzero

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.

NIH ChestX-ray14 NIH Clinical Center Chest X-ray Dataset 2017
SOTA: 85.8 (auroc)
torchxrayvision

112,120 frontal-view chest X-ray images from 30,805 unique patients with 14 disease labels extracted using NLP from radiology reports. Foundational benchmark for chest X-ray AI.

VinDr-CXR VinDr-CXR: Vietnamese Dataset for Chest Radiograph 2022
SOTA: 91.2 (auroc)
rad-dino

18,000 chest X-ray scans with radiologist annotations for 22 local labels and 6 global labels. Each image annotated by 3 radiologists with bounding box localization.

PadChest PadChest: A Large Chest X-ray Image Dataset 2020
SOTA: 84.6 (auroc)
torchxrayvision

160,868 images from 67,625 patients with 174 radiographic findings, 19 diagnoses, and 104 anatomic locations. Multi-label classification with hierarchical taxonomy.

RSNA Pneumonia Detection RSNA Pneumonia Detection Challenge 2018
SOTA: 88.5 (auroc)
densenet-121-cxr

30,000 frontal chest radiographs with bounding boxes for pneumonia detection. From 2018 RSNA Kaggle competition. Tests both classification and localization.

COVID-19 Image Data Collection COVID-19 Image Data Collection 2020
SOTA: 94.7 (auroc)
densenet-121-cxr

Curated dataset of COVID-19 chest X-ray and CT images with clinical metadata. Critical resource during the pandemic for developing AI diagnostic tools.

Drug Discovery

Predicting molecular properties and drug interactions.

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Clinical NLP

Processing clinical notes and medical text.

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