Publications by authors named "Kayo Mizuno"
[4. How to Decide Breast Cancer Therapy According to Pathological Condition?].
Nihon Hoshasen Gijutsu Gakkai Zasshi
July 2022
[Automatic Quantification of Breast Density from Mammography Using Deep Learning].
Nihon Hoshasen Gijutsu Gakkai Zasshi
October 2021
Article Synopsis
- In Japan, the assessment of breast density during mammography screening is still practiced, partly due to challenges in achieving objective evaluations of density.
- A deep learning algorithm was developed to automatically determine breast density from mammography images, processing them into standardized grayscale and calculating relative density based on fatty tissue.
- The system successfully calculated breast density from almost all images, achieving a correlation of 76.6% with human evaluations, highlighting its potential to enhance mammography screening efficiency.