Futakami Natsumi

助教
学位：修士（理学）

基本情報

所属

Undergraduate School of Medicine / Faculty of Medicine

詳細情報

研究分野

Life sciences Radiology

委員歴

AI‌ ‌Research‌ ‌Group‌ ‌for‌ ‌Radiation‌ ‌Therapy President

論文

Effect on Heart and Lung Doses Reduction of Abdominal and Thoracic Deep Inspiratory Breath-hold Assuming Involved-field Radiation Therapy in Patients with Simulated Esophageal Cancer.

Dose and organ displacement comparisons with breast conservative radiotherapy using abdominal and thoracic deep-inspiration breath-holds: A comparative dosimetric study.

Examination of the dose distribution of volumetric modulated arc radiotherapy using a high-definition multi-leaf collimator for breast cancer patients with irradiated regional lymph nodes

Comparing the toxicity and disease control rate of radiotherapy for prostate cancer between salvage settings after high-intensity focused ultrasound therapy and initial settings

Effects of sample size and data augmentation on U-Net-based automatic segmentation of various organs.

Simple low-cost approaches to semantic segmentation in radiation therapy planning for prostate cancer using deep learning with non-contrast planning CT images.

Efficacy evaluation of 2D, 3D U-Net semantic segmentation and atlas-based segmentation of normal lungs excluding the trachea and main bronchi.

講演・口頭発表等

Automated contour correction of deep learning-based sphere-shaped contour errors
Automatic Detection of Circular Contour Errors Using Convolutional Neural Networks
Efficacy evaluation of 2-D and 3-D U-Net semantic segmentation of normal lungs
The effects of sample size and data augmentation on the efficacy of semantic segmentation for prostate cancer using deep learning: A report of more than 500 cases.