4D radiomics: impact of 4D-CBCT image quality on radiomic analysis.

Zeyu ZhangMi HuangZhuoran JiangYushi ChangJordan TorokFang-Fang YinLei Ren

Published in: Physics in medicine and biology (2021)

The study demonstrated that 4D-CBCT image quality has a significant impact on the radiomic analysis. The deep learning-based augmentation technique proved to be an effective approach to enhance 4D-CBCT image quality to improve the accuracy of radiomic analysis.

Keyphrases

image quality
computed tomography
dual energy
deep learning
magnetic resonance imaging
squamous cell carcinoma
artificial intelligence
machine learning
cone beam computed tomography
soft tissue