Cycle-consistent Generative Adversarial Network Synthetic CT for MR-only Adaptive Radiation Therapy on MR-Linac

no code implementations • 3 Dec 2023 • Gabriel L. Asher, Bassem I. Zaki, Gregory A. Russo, Gobind S. Gill, Charles R. Thomas, Temiloluwa O. Prioleau, Rongxiao Zhang, Brady Hunt

Results: The model, trained on 8405 frames from 57 patients and tested on 357 sCT frames from 17 patients, showed sCTs comparable to dCTs in electron density and structural similarity with MRI scans.

Generative Adversarial Network SSIM

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'.