siyi-wind/FairDisCo
[ECCV ISIC Workshop 2022 (best paper)] FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning (an official implementation)
This project helps dermatology researchers and AI model developers build fairer AI systems for diagnosing skin diseases. It takes existing skin lesion images (like those from Fitzpatrick17k or DDI datasets) and outputs a more equitable AI model. The end-user persona is an AI researcher or machine learning engineer working on medical imaging in dermatology.
No commits in the last 6 months.
Use this if you are developing AI models for dermatology and want to ensure they perform consistently across different patient demographics and skin types, reducing bias in diagnoses.
Not ideal if you are a clinician looking for a ready-to-use diagnostic tool, as this project focuses on the underlying model development for fairness.
Stars
16
Forks
4
Language
Jupyter Notebook
License
—
Category
Last pushed
Apr 20, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/siyi-wind/FairDisCo"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
adapt-python/adapt
Awesome Domain Adaptation Python Toolbox
corenel/pytorch-adda
A PyTorch implementation for Adversarial Discriminative Domain Adaptation
jindongwang/transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers,...
thuml/Transfer-Learning-Library
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
KaiyangZhou/Dassl.pytorch
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.