---
license: mit
language:
- en
pipeline_tag: image-to-image
tags:
- Chest X-ray
- Data Augmentation
- Counterfactual Image Generation
- Bias Mitigation
- Medical Imaging
- Computer Vision
---

# Generative Counterfactual Augmentation (GCA)

We explore how to construct unbiased Chest X-Ray datasets using StyleGAN! 
![architecture diagram](https://github.com/user-attachments/assets/aeadec70-d718-4410-aa4f-de874f15cb3f)
<img width="1035" alt="Screenshot 2025-03-29 at 3 05 31 AM" src="https://github.com/user-attachments/assets/3839dcf0-6094-448e-916c-f7635a668ca7" />
## OverView 
### Introduction
This is the pytorch version of previously proposed GCA algorithm. Debiasing large chest X-ray datasets using StyleGAN3. 
We use code from HiddenInPlainSight repository to demonstrate our methods robustness agains adversarial attacks