awesome-healthcare-ai

A curated list of awesome open source healthcare tools, machine learning algorithms, datasets and research papers.

Disclaimer :exclamation: I am not a medical specialist, and there might be mistakes. :exclamation:

Contents

• :zap: Medical specialties
• :cyclone: Medical tasks
• :key: Medical privacy
• :book: References

Medical specialties

• Generic resources
• Allergy, Immunology, & Rheumatology
• Anesthesiology
• Cardiovascular Health
• Complimentary Medicine
• Critical Care
• Dermatology
• Emergency Medicine & Trauma
• Endocrinology & Metabolism
• Family Medicine & Community Health
• Gastroenterology & Hepatology
• Genetics & Genomics
• Gerontology
• Hematology
• Infectious Disease & Global Health
• Internal Medicine
• Nephrology
• Neurologic Surgery
• Neurology
• Obstetrics & Gynecology
• Occupational Therapy
• Oncology
• Ophthalmology
• Orthopedics & Sports Medicine
• Otolaryngology (ENT)
• Pain Medicine
• Pathology & Laboratory Medicine
• Pediatrics
• Physical Therapy
• Plastic Surgery
• Preventative Medicine & Nutrition
• Psychiatry & Behavioral Sciences
• Pulmonology
• Radiology
• Sleep Medicine
• Social Welfare
• Speech Pathology
• Surgery
• Urology

Medical tasks

• Semantic Segmentation
• Medical Image Segmentation
• 3D
• EEG
• 3D Absolute Human Pose Estimation
• Drug discovery
• Electrocardiography (ECG)
• Medical Diagnosis
• Medical Image Registration
• Cancer Detection
• Disease Prediction
• Sleep Quality prediction
• Mortality Prediction
• Synthetic Data Generation
• Epidemiology
• Skin diseases
• Medical Image Generation
• Length-of-Stay prediction
• Pneumonia Detection
• Seizure Detection
• Breast Tumour Classification
• Diabetic Retinopathy Detection
• Protein Secondary Structure Prediction
• Medical Relation Extraction
• Electromyography (EMG)
• Tomography
• Patient Outcomes
• Computational Phenotyping
• Lung Nodule Classification
• Mitosis Detection
• Mammogram
• Histopathological Image Classification
• Seizure prediction
• Lung Disease Classification
• Lung Nodule Detection
• Magnetic Resonance Fingerprinting
• Multi-Label Classification Of Biomedical Texts
• Readmission Prediction
• X-Ray subtasks
• Automatic Sleep Stage Classification
• Diabetic Foot Ulcer Detection
• ECG Classification
• Immune Repertoire Classification
• Participant Intervention Comparison Outcome Extraction
• Protein Function Prediction
• Surgical Gesture Recognition
• Surgical Skills Evaluation
• Ultrasound
• Cancer Metastasis Detection
• Chemical Reaction Prediction
• Diabetes prediction
• Epilepsy Prediction
• Knee Osteoarthritis Prediction
• Medical Report Generation
• Medical Super-Resolution
• Molecule Interpretation
• Pain Intensity Regression
• Pulmonary Embolism Detection
• Single-cell modeling
• White Matter Fiber Tractography
• Breast density classification
• Atrial Fibrillation
• Age-Related Macular Degeneration Classification
• ECG Risk Stratification
• Malaria Risk Exposure Prediction
• Medical Code Prediction
• Multi Diseases Detection
• Muscular Movement Recognition
• Sequential Diagnosis
• Medical VQA

Medical Privacy

• Safe harbour
• Anonymization
• De-identification
  • Customize Deep Learning-based De-Identification Systems Using Local Clinical Notes - A Study of Sample Size
  • deidentify
• Cryptography

References

• Stanford Medicine
• Awesome Machine Learning in Biomedical Healthcare Imaging
• Papers With Code
• Awesome Healthcare
• Awesome Healthmetrics
• Medical Data for Machine Learning
• Awesome mental health