MRI-based deep learning model in differentiating benign from malignant renal tumors: a comparison study with radiomics analysis
Qing Xu1, Weiqiang Dou2, and Jing Ye1
1Northern Jiangsu People's Hospital, Yangzhou, China, 2GE Healthcare, MR Research China, Beijing, China
MRI-based deep learning model can be used to
distinguish benign from renal malignant tumors.
Figure 1: Schematic diagram of deep learning model and radiomics
model applied.
Figure 2: Feature heatmaps of a representative patient generated
from the ResNet50. (A) T2WI image (left) and the corresponding feature heatmap
(right). (B) DWI image (left) and the corresponding feature heatmap (right).