Image segmentation with less manual labeling effort

• Main Author: Liu, Weide
• Other Authors: Lin Guosheng
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/162800
• Institution: Nanyang Technological University

Semantic segmentation is a task that classifies each pixel into a particular class. With the help of deep learning, fully supervised segmentation has achieved remarkable performance. However, fully supervised learning has critical intrinsic limitations, which is that it often requires a prohibitivel...