Deep learning for segmentation of ischemic stroke lesions from MRI scans

• Main Author: Yuen, Hing Yee
• Other Authors: Jagath C Rajapakse
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/166455
• Institution: Nanyang Technological University

Convolutional Neural Networks (CNN) such as U-Net have been extensively used for medical image segmentation tasks. However, CNNs have limitations in learning global feature representations in images due to their local receptive fields. This prompted researchers to look at other methods to improve...