PneumaTect – AI-Powered Pulmonary Nodule Detection and Classification (Jan 2025 – May 2025)
Designed and deployed an AI-powered 3D image analysis platform integrating a Laravel UI and FastAPI-based inference engine. Built a full pipeline for segmentation, classification, and cancer risk prediction.
- Used 3D U-Net with CBAM attention to segment pulmonary nodules in CT scans.
- Classified nodules with 3D CNNs into benign/malignant categories and subtypes.
- Predicted cancer stage, mortality risk, and lung function decline.
|