Image quality assessment based label smoothing in deep neural network learning

• Main Author: Chen, Zhou
• Other Authors: School of Computer Science and Engineering
• Format: Research Report
• Language: English
• Published: 2018
• Subjects: DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: http://hdl.handle.net/10356/73386
• Institution: Nanyang Technological University

For many computer vision problems, the deep neural networks are trained and validated based on the assumption that the input images are pristine (i.e., artifact-free). However, digital images are subject to a wide range of distortions in real application scenarios, while the practical issues regardi...