giocoal/CXR-ACGAN-chest-xray-generator-covid19-pneumonia
CXR-ACGAN: Auxiliary Classifier GAN (AC-GAN) for Chest X-Ray (CXR) Images Generation (Pneumonia, COVID-19 and healthy patients) for the purpose of data augmentation. Implemented in TensorFlow, trained on COVIDx CXR-3 dataset.
This project helps medical researchers and diagnostics professionals generate synthetic chest X-ray images. You input existing chest X-rays (normal, COVID-19, or pneumonia) and it produces new, realistic X-ray images of these conditions. This is ideal for medical imaging specialists or researchers who need to expand limited datasets for training AI models.
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Use this if you need to create additional, realistic chest X-ray images to augment your dataset for research or diagnostic model training, especially when dealing with rare conditions or imbalanced data.
Not ideal if you are looking for a tool to directly diagnose patients or classify X-rays without additional model training.
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12
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2
Language
Python
License
MIT
Category
Last pushed
Jun 14, 2023
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