Deep feature learning for image classification via countering over-fitting

• Main Author: Qing, Yuanyuan
• Other Authors: Huang Guangbin
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/151080
• Institution: Nanyang Technological University

The great success of deep neural networks on visual recognition has inspired numerous real-world applications. However, such superior performance is closely related to model complexity and the amount of annotated data. Over-deepened networks and lack of data annotation will degrade generalization ca...