Deep feature learning for image classification via countering over-fitting

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...

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Bibliographic Details
Main Author: Qing, Yuanyuan
Other Authors: Huang Guangbin
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2021
Subjects:
Online Access:https://hdl.handle.net/10356/151080