Evaluate the feasibility of attention-gated 3D U-Net for knowledge-based planning dose prediction of head-and-neck radiotherapy.

Compare various deep learning-based knowledge-based planning methods for 3D dose distribution prediction of the head and neck plans.

Clinical evaluation of deep learning for tumour delineation on [18F]FDG-PET/CT of head and neck cancer

Convolutional Neural Network (CNN) for head and neck cancer outcome classification

Extension to the lymph-model and lyscripts package.

A combination of work done in our MPhys project and in the internship with the Christie NHS Foundation Trust over the summer.

Code repository for the paper entitled "Segmentation-Free Outcome Prediction in Head and Neck Cancer: Deep Learning-based Feature Extraction from Multi-Angle Maximum Intensity Projections (MA-MIPs) of PET Images" published in "Cancers" journal.