Image quality assessment based label smoothing in deep neural network learning

• 主要作者: Chen, Zhou
• 其他作者: School of Computer Science and Engineering
• 格式: Research Report
• 語言: English
• 出版: 2018
• 主題: DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• 在線閱讀: http://hdl.handle.net/10356/73386
• 機構: 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...