A deep learning approach to image quality assessment

• 主要作者: Feng, Yeli
• 其他作者: Cai Yiyu
• 格式: Theses and Dissertations
• 語言: English
• 出版: 2019
• 主題: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• 在線閱讀: https://hdl.handle.net/10356/85493; http://hdl.handle.net/10220/50465
• 機構: Nanyang Technological University

Deep convolutional neural networks (DCNNs) have an unchallengeable performance advantage over traditional machine learning in solving visual problems. However, DCNNs are vulnerable when the input signals are distorted or manipulated maliciously. We explore the computational modeling of image quality...