A study on open set recognition methods

• Main Author: Sun, Xin
• Other Authors: Ling Keck Voon
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/152461
• Institution: Nanyang Technological University

Deep learning has achieved state-of-the-art performance in many computer vision tasks, but there are still multiple challenges when applying deep learning to real-world problems. One typical challenge is that incomplete knowledge exists during the training phase, and an unknown sample may be fed int...