Novel Deep Learning Techniques For Computer Vision and Structure Health Monitoring
Access Status
Open access
Authors
Pathirage, Chathurdara Sri Nadith
Date
2018Supervisor
Assoc. Prof. Ling Li
Type
Thesis
Award
PhD
Metadata
Show full item recordFaculty
Science and Engineering
School
Computing
Collection
Abstract
This thesis proposes novel techniques in building a generic framework for both the regression and classification tasks in vastly different applications domains such as computer vision and civil engineering. Many frameworks have been proposed and combined into a complex deep network design to provide a complete solution to a wide variety of problems. The experiment results demonstrate significant improvements of all the proposed techniques towards accuracy and efficiency.