Effective image synthesis for effective deep neural network training

• Main Author: Cui, Kaiwen
• Other Authors: Lu Shijian
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science
• Online Access: https://hdl.handle.net/10356/174934
• Institution: Nanyang Technological University

State-of-the-art deep neural networks (DNNs) necessitate a significant number of images to achieve accurate and robust models. However, gathering a large amount of images remains the prevailing approach, which proves expensive, time-consuming, and challenging to scale across different tasks and d...