AI Toolkit for Healthcare Imaging in Keras 3

MPS-accelerated Brain Tumour Segmentation task based on BraTS '21 task dataset. Uses a hybrid Swin-UNETR + CNN architecture. Optimized for Apple Silicon (M-chip) systems using MPS.

Implementation of my Master's thesis "Analyzing Network Architectures and Feature Recovery Methods for Missing Modality Scenarios in Multi-modal Medical Segmentation"

Brain tumor segmentation on BraTS-2023 dataset using nnUNet, SegResNet, and SwinUNETR. Models trained and evaluated on MRI scans to segment tumor sub-regions: WT, TC, ET, and RC, with fold-wise performance visualizations.