Deep learning algorithms to image the tree interiors via scans on a straight trajectory

• Main Author: Bui, Quang Huy
• Other Authors: Abdulkadir C. Yucel
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Earth and Environmental Sciences; Engineering; Deep learning; Straight trajectory scans; Tree interiors imaging; Image-to-image translation; Model optimization; Dataset development
• Online Access: https://hdl.handle.net/10356/177081
• Institution: Nanyang Technological University

This project introduces a deep learning approach to reconstruct images of tree interiors via a straight trajectory scan. The radar captures signals reflected from the tree trunk while it moves along a linear path at a distance from the trunk's surface. These signals, represented as B-scans, are...