Remote sensing applications of machine learning processes: satellite imagery road extraction using few shot segmentation

• المؤلف الرئيسي: Ong, Grace Hui Lee
• مؤلفون آخرون: Long Cheng
• التنسيق: Final Year Project
• اللغة: English
• منشور في: Nanyang Technological University 2023
• الموضوعات: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/168247
• المؤسسة: Nanyang Technological University

Road extraction from aerial images is a fundamental task in the field of remote sensing. Much of the deep learning models for road extraction rely on convolutional neural networks (CNNs) and their derivative architectures. CNNs are able to capture higher-level representations in the images’ raw pixe...