Effective image synthesis for effective deep neural network training

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...

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