Semantic segmentation with less annotation efforts

• Main Author: Zhang, Tianyi
• Other Authors: Lin Guosheng
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/140292
• Institution: Nanyang Technological University

Semantic segmentation is a pixel-wise classification task, which is to predict class label to every pixel within an image. However, one of the obstacles limiting the development of semantic segmentation is that the pixel-wise segmentation annotations for the training images are quite difficult and e...