Evaluating & enhancing deep learning systems via out-of-distribution detection

• Main Author: Christopher, Berend David
• Other Authors: Liu Yang
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/162032
• Institution: Nanyang Technological University

Deep Learning (DL) is continuously adopted in many industrial applications at a rapidly increasing pace. This includes safety- and security-critical applications where errors in the DL system can lead to massive or even fatal losses. With the rise of DL adoption, trustworthy AI initiatives have be...