Fluorescence molecular optomic signatures improve identification of tumors in head and neck specimens

no code implementations • 29 Aug 2022 • Yao Chen, Samuel S. Streeter, Brady Hunt, Hira S. Sardar, Jason R. Gunn, Laura J. Tafe, Joseph A. Paydarfar, Brian W. Pogue, Keith D. Paulsen, Kimberley S. Samkoe

In this study, a radiomics approach was extended to optical fluorescence molecular imaging data for tissue classification, termed 'optomics'.

Treatment Planning System for Electron FLASH Radiotherapy: Open-source for Clinical Implementation

no code implementations • 9 Mar 2021 • Mahbubur Rahman, M. Ramish Ashraf, David J. Gladstone, Petr Bruza, Lesley A. Jarvis, Philip E. Schaner, Xu Cao, Brian W. Pogue, P. Jack Hoopes, Rongxiao Zhang

eFLASH-RT plans were MC forward calculated in Geant4 for a mouse brain treatment and compared to a conventional (Conv-RT) plan in Eclipse for a human patient with metastatic renal cell carcinoma.

Medical Physics

Coloring the Black Box: Visualizing neural network behavior with a self-introspective model

no code implementations • 10 Oct 2019 • Arturo Pardo, José A. Gutiérrez-Gutiérrez, José Miguel López-Higuera, Brian W. Pogue, Olga M. Conde

The following work presents how autoencoding all the possible hidden activations of a network for a given problem can provide insight about its structure, behavior, and vulnerabilities.

General Classification