Deep Learning for Chest Radiographs

This demo uses 3 models for chest radiographs:

1. Heart and lungs segmentation, with age, view, and sex prediction https://huggingface.co/ianpan/chest-x-ray-basic
2. Pneumonia classification and segmentation https://huggingface.co/ianpan/pneumonia-cxr
3. Pneumothorax classification and segmentation https://huggingface.co/ianpan/pneumothorax-cxr

Note that the pneumonia and pneumothorax heatmaps produced by this model are based on pixel-level segmentation maps. Thus, they are expected to be more accurate than non-explicit localization methods such as GradCAM.

The example radiograph is my own, from when I had pneumonia.

This model is for demonstration purposes only and has NOT been approved by any regulatory agency for clinical use. The user assumes any and all responsibility regarding their own use of this model and its outputs. Do NOT upload any images containing protected health information, as this demonstration is not compliant with patient privacy laws.

Created by: Ian Pan, https://ianpan.me

Last updated: December 27, 2024