2D and 3D visual understanding with limited supervision

• Main Author: Wu, Zhonghua
• Other Authors: Lin Guosheng
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/164693
• Institution: Nanyang Technological University

Existing fully supervised deep learning methods usually require a large number of training samples with abundant annotations for the model training, which is extremely expensive and labor-consuming. Therefore, in order to alleviate huge labeling costs, it is highly desirable to develop weakly superv...