Decoding the city: harnessing machine learning to extract building attributes from street-view imagery

• Main Author: Chia, Zhi Yi
• Other Authors: David Lallemant
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Earth and Environmental Sciences; Machine learning; Computer vision; Object detection; Image classification; Attribute prediction; Street-view imagery; Multi-task learning; Building attributes; Faster- RCNN
• Online Access: https://hdl.handle.net/10356/174813
• Institution: Nanyang Technological University

Building attribute data can be used to improve the accuracy of hazard risk models, but detailed per-building data is generally unavailable due to the difficulty of collecting and maintaining such data. Machine learning models could be used to automate part of the collection process, by analysing...