Automated image quality assessment and its applications in computer vision

• Main Author: Zhou, Phoebe Huixin
• Other Authors: Sourav Sen Gupta
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/156518
• Institution: Nanyang Technological University

The practical adoption of Convolutional Neural Networks (CNNs) in computer vision is widespread. However, CNN performance is heavily dependent on the perceptual quality of images. It is therefore necessary to monitor the quality of data input in order to verify that CNN predictions are reliable. Whi...