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https://github.com/medtorch/awesome-healthcare-ai

A curated list of awesome open source healthcare tools, algorithms, datasets and research papers.
https://github.com/medtorch/awesome-healthcare-ai

List: awesome-healthcare-ai

awesome-list awesome-lists healthcare healthcare-application healthcare-datasets healthcare-privacy machine-learning

Last synced: about 1 month ago
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A curated list of awesome open source healthcare tools, algorithms, datasets and research papers.

Host: GitHub
URL: https://github.com/medtorch/awesome-healthcare-ai
Owner: medtorch
License: cc0-1.0
Created: 2020-10-10T12:08:56.000Z (about 4 years ago)
Default Branch: main
Last Pushed: 2020-12-16T12:14:02.000Z (almost 4 years ago)
Last Synced: 2024-05-21T13:19:53.508Z (7 months ago)
Topics: awesome-list, awesome-lists, healthcare, healthcare-application, healthcare-datasets, healthcare-privacy, machine-learning
Homepage:
Size: 87.9 KB
Stars: 163
Watchers: 10
Forks: 33
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

awesome-artificial-intelligence - awesome-healthcare-ai - A curated list of awesome open source healthcare tools, algorithms, datasets and research papers. (Medicine)

README

        # awesome-healthcare-ai [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

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](#medical-specialties)

- :cyclone: [Medical tasks](#medical-tasks)

- :key: [Medical privacy](#medical-privacy)

- :book: [References](#references)

### Medical specialties

  * [Generic resources](resources/medical-specialties/generic.md)

  * [Allergy, Immunology, & Rheumatology](resources/medical-specialties/allergy-immunology-rheumatology.md)

  * [Anesthesiology](resources/medical-specialties/anesthesiology.md)

  * [Cardiovascular Health](resources/medical-specialties/cardiovascular-health.md)

  * [Complimentary Medicine](resources/medical-specialties/complimentary-medicine.md)

  * [Critical Care](resources/medical-specialties/critical-care.md)

  * [Dermatology](resources/medical-specialties/dermatology.md)

  * [Emergency Medicine & Trauma](resources/medical-specialties/emergency-medicine.md)

  * [Endocrinology & Metabolism](resources/medical-specialties/endocrinology.md)

  * [Family Medicine & Community Health](resources/medical-specialties/family-medicine.md)

  * [Gastroenterology & Hepatology](resources/medical-specialties/gastroenterology.md)

  * [Genetics & Genomics](resources/medical-specialties/genetics-genomics.md)

  * [Gerontology](resources/medical-specialties/gerontology.md)

  * [Hematology](resources/medical-specialties/hematology.md)

  * [Infectious Disease & Global Health](resources/medical-specialties/infectious-disease.md)

  * [Internal Medicine](resources/medical-specialties/internal-medicine.md)

  * [Nephrology](resources/medical-specialties/nephrology.md)

  * [Neurologic Surgery](resources/medical-specialties/neurologic-surgery.md)

  * [Neurology](resources/medical-specialties/neurology.md)

  * [Obstetrics & Gynecology](resources/medical-specialties/obstetrics-gynecology.md)

  * [Occupational Therapy](resources/medical-specialties/occupational-therapy.md)

  * [Oncology](resources/medical-specialties/oncology.md)

  * [Ophthalmology](resources/medical-specialties/ophthalmology.md)

  * [Orthopedics & Sports Medicine](resources/medical-specialties/orthopedics.md)

  * [Otolaryngology (ENT)](resources/medical-specialties/otolaryngology.md)

  * [Pain Medicine](resources/medical-specialties/anesthesiology.md)

  * [Pathology & Laboratory Medicine](resources/medical-specialties/pathology-laboratory.md)

  * [Pediatrics](resources/medical-specialties/pediatrics.md)

  * [Physical Therapy](resources/medical-specialties/physical-therapy.md)

  * [Plastic Surgery](resources/medical-specialties/plastic-surgery.md)

  * [Preventative Medicine & Nutrition](resources/medical-specialties/preventative-medicine.md)

  * [Psychiatry & Behavioral Sciences](resources/medical-specialties/psychiatry.md)

  * [Pulmonology](resources/medical-specialties/pulmonology.md)

  * [Radiology](resources/medical-specialties/radiology.md)

  * [Sleep Medicine](resources/medical-specialties/sleep-medicine.md)

  * [Social Welfare](resources/medical-specialties/social-welfare.md)

  * [Speech Pathology](resources/medical-specialties/speech-pathology.md)

  * [Surgery](resources/medical-specialties/surgery.md)

  * [Urology](resources/medical-specialties/urology.md)

  

### Medical tasks

  * [Semantic Segmentation](https://paperswithcode.com/area/medical/semantic-segmentation)

  * [Medical Image Segmentation](https://paperswithcode.com/area/medical/medical-image-segmentation)

  * [3D](https://paperswithcode.com/area/medical/3d)

  * [EEG](https://paperswithcode.com/area/medical/eeg)

  * [3D Absolute Human Pose Estimation](https://paperswithcode.com/area/medical/3d-absolute-human-pose-estimation)

  * [Drug discovery](https://paperswithcode.com/area/medical/drug-discovery)

  * [Electrocardiography (ECG)](https://paperswithcode.com/area/medical/electrocardiography-ecg)

  * [Medical Diagnosis](https://paperswithcode.com/area/medical/medical-diagnosis)

  * [Medical Image Registration](https://paperswithcode.com/area/medical/medical-image-registration)

  * [Cancer Detection](https://paperswithcode.com/area/medical/cancer)

  * [Disease Prediction](https://paperswithcode.com/area/medical/disease-prediction)

  * [Sleep Quality prediction](https://paperswithcode.com/area/medical/sleep-quality-prediction)

  * [Mortality Prediction](https://paperswithcode.com/area/medical/mortality-prediction)

  * [Synthetic Data Generation](https://paperswithcode.com/area/medical/synthetic-data-generation)

  * [Epidemiology](https://paperswithcode.com/area/medical/epidemiology)

  * [Skin diseases](https://paperswithcode.com/area/medical/skin)

  * [Medical Image Generation](https://paperswithcode.com/area/medical/medical-image-generation)

  * [Length-of-Stay prediction](https://paperswithcode.com/area/medical/length-of-stay-prediction)

  * [Pneumonia Detection](https://paperswithcode.com/area/medical/pneumonia-detection)

  * [Seizure Detection](https://paperswithcode.com/area/medical/seizure-detection)

  * [Breast Tumour Classification](https://paperswithcode.com/area/medical/breast-tumour-classification)

  * [Diabetic Retinopathy Detection](https://paperswithcode.com/area/medical/diabetic-retinopathy-detection)

  * [Protein Secondary Structure Prediction](https://paperswithcode.com/area/medical/protein-secondary-structure-prediction)

  * [Medical Relation Extraction](https://paperswithcode.com/area/medical/medical-relation-extraction)

  * [Electromyography (EMG)](https://paperswithcode.com/task/electromyography-emg)

  * [Tomography](https://paperswithcode.com/task/tomography)

  * [Patient Outcomes](https://paperswithcode.com/task/patient-outcomes)

  * [Computational Phenotyping](https://paperswithcode.com/task/computational-phenotyping)

  * [Lung Nodule Classification](https://paperswithcode.com/task/lung-nodule-classification)

  * [Mitosis Detection](https://paperswithcode.com/task/mitosis-detection)

  * [Mammogram](https://paperswithcode.com/task/mammogram)

  * [Histopathological Image Classification](https://paperswithcode.com/task/histopathological-image-classification)

  * [Seizure prediction](https://paperswithcode.com/task/seizure-prediction)

  * [Lung Disease Classification](https://paperswithcode.com/task/lung-disease-classification)

  * [Lung Nodule Detection](https://paperswithcode.com/task/lung-nodule-detection)

  * [Magnetic Resonance Fingerprinting](https://paperswithcode.com/task/magnetic-resonance-fingerprinting)

  * [Multi-Label Classification Of Biomedical Texts](https://paperswithcode.com/task/multi-label-classification-of-biomedical)

  * [Readmission Prediction](https://paperswithcode.com/task/readmission-prediction)

  * [X-Ray subtasks](https://paperswithcode.com/area/medical/x-ray)

  * [Automatic Sleep Stage Classification](https://paperswithcode.com/task/automatic-sleep-stage-classification)

  * [Diabetic Foot Ulcer Detection](https://paperswithcode.com/task/diabetic-foot-ulcer-detection)

  * [ECG Classification](https://paperswithcode.com/task/photoplethysmography-ppg)

  * [Immune Repertoire Classification](https://paperswithcode.com/task/immune-repertoire-classification)

  * [Participant Intervention Comparison Outcome Extraction](https://paperswithcode.com/task/participant-intervention-comparison-outcome)

  * [Protein Function Prediction](https://paperswithcode.com/task/protein-function-prediction)

  * [Surgical Gesture Recognition](https://paperswithcode.com/task/surgical-gesture-recognition)

  * [Surgical Skills Evaluation](https://paperswithcode.com/task/surgical-skills-evaluation)

  * [Ultrasound](https://paperswithcode.com/task/ultrasound)

  * [Cancer Metastasis Detection](https://paperswithcode.com/task/cancer-metastasis-detection)

  * [Chemical Reaction Prediction](https://paperswithcode.com/task/chemical-reaction-prediction)

  * [Diabetes prediction](https://paperswithcode.com/task/diabetes-prediction)

  * [Epilepsy Prediction](https://paperswithcode.com/task/epilepsy-prediction)

  * [Knee Osteoarthritis Prediction](https://paperswithcode.com/task/knee-osteoarthritis-prediction)

  * [Medical Report Generation](https://paperswithcode.com/task/medical-report-generation)

  * [Medical Super-Resolution](https://paperswithcode.com/task/medical-super-resolution)

  * [Molecule Interpretation](https://paperswithcode.com/task/molecule-interpretation)

  * [Pain Intensity Regression](https://paperswithcode.com/task/pain-intensity-regression)

  * [Pulmonary Embolism Detection](https://paperswithcode.com/task/pulmonary-embolism-detection)

  * [Single-cell modeling](https://paperswithcode.com/task/single-cell-modeling)

  * [White Matter Fiber Tractography](https://paperswithcode.com/task/white-matter-fiber-tractography)

  * [Breast density classification](https://paperswithcode.com/task/breast-density-classification)

  * [Atrial Fibrillation](https://paperswithcode.com/task/atrial-fibrillation)

  * [Age-Related Macular Degeneration Classification](https://paperswithcode.com/task/classification-of-age-related-macular)

  * [ECG Risk Stratification](https://paperswithcode.com/task/ecg-risk-stratification)

  * [Malaria Risk Exposure Prediction](https://paperswithcode.com/task/malaria-risk-exposure-prediction)

  * [Medical Code Prediction](https://paperswithcode.com/task/medical-code-prediction)

  * [Multi Diseases Detection](https://paperswithcode.com/task/multi-diseases-detection)

  * [Muscular Movement Recognition](https://paperswithcode.com/task/muscular-movement-recognition)

  * [Sequential Diagnosis](https://paperswithcode.com/task/sequential-diagnosis)

  * [Medical VQA](https://github.com/aioz-ai/MICCAI19-MedVQA)

### Medical Privacy 

  * Safe harbour

  * Anonymization

  * De-identification

     - [Customize Deep Learning-based De-Identification Systems Using Local Clinical Notes - A Study of Sample Size](https://www.medrxiv.org/content/10.1101/2020.08.09.20171231v1)

     - [deidentify](https://github.com/nedap/deidentify)

  * Cryptography

### References 

  * [Stanford Medicine](https://stanford.cloud-cme.com/default.aspx)

  * [Awesome Machine Learning in Biomedical Healthcare Imaging](https://github.com/XindiWu/Awesome-Machine-Learning-in-Biomedical-Healthcare-Imaging)

  * [Papers With Code](https://paperswithcode.com/area/medical)

  * [Awesome Healthcare](https://github.com/kakoni/awesome-healthcare)

  * [Awesome Healthmetrics](https://github.com/leandromineti/awesome-healthmetrics)

  * [Medical Data for Machine Learning](https://github.com/beamandrew/medical-data)

  * [Awesome mental health](https://github.com/dreamingechoes/awesome-mental-health)