Learning visual representations without human supervision

• Main Author: Xie, Jiahao
• Other Authors: Chen Change Loy
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/171772
• Institution: Nanyang Technological University

Supervised learning with deep neural networks has achieved great success in many visual recognition tasks including classification, detection, and segmentation. However, the need for expensive human annotations makes it increasingly prohibitive to embrace the massive amount of data available in the...