Deep learning for visual recognition at pixel, object, and image levels

• Main Author: Kuen, Jason Wen Yong
• Other Authors: Tan Yap Peng
• Format: Theses and Dissertations
• Language: English
• Published: 2019
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/107566; http://hdl.handle.net/10220/50321
• Institution: Nanyang Technological University

Deep (machine) learning in recent years has significantly increased the predictive modeling strengths for applications in the areas of computer vision, speech recognition, and natural language processing. Being heavily data-driven, conventional general-purpose deep learning methods mainly rely on tr...