Evaluate the feasibility of attention-gated 3D U-Net for knowledge-based planning dose prediction of head-and-neck radiotherapy.
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Updated
May 4, 2023 - Python
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.
Convolutional Neural Network (CNN) for head and neck cancer outcome classification
Clinical evaluation of deep learning for tumour delineation on [18F]FDG-PET/CT of head and neck cancer
Open models for predictive QoL trajectory analysis (BD4QoL Project)
Mutation landscape analysis of TCGA Head and Neck Squamous Cell Carcinoma
A combination of work done in our MPhys project and in the internship with the Christie NHS Foundation Trust over the summer.
HNSCclassifier: An R Package to Predict Molecular Subtypes of Head and Neck Squamous Cell Carcinoma
Extension to the lymph-model and lyscripts package.
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.
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