awesome-healthcare-ai
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Published
20 hours ago •
medtorch
medtorch
A curated list of awesome open source healthcare tools, algorithms, datasets and research papers.
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
- Cryptography
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