ds-FCRN: three-dimensional dual-stream fully convolutional residual networks and transformer-based global-local feature learning for brain age prediction.

• Tác giả: Lan Lin, Xiangge Ma, Miao Tian, Yutong Wu, Chen Zhang, Xinyu Zhu
• Ngôn ngữ: eng
• Ký hiệu phân loại: 745.926 Three-dimensional arrangements for special occasions
• Thông tin xuất bản: Germany : Brain structure & function , 2025
• Bộ sưu tập: NCBI
• ID: 689761

Tóm tắt

The brain undergoes atrophy and cognitive decline with advancing age. The utilization of brain age prediction represents a pioneering methodology in the examination of brain aging. This study aims to develop a deep learning model with high predictive accuracy and interpretability for brain age prediction tasks. The gray matter (GM) density maps obtained from T1 MRI data of 16,377 healthy participants aged 45 to 82 years from the UKB database were included in this study (mean age,