Addressing challenges in real-world image classification : long-tailed distribution and knowledge distillation

• Main Author: Wang, Yiming
• Other Authors: Lin Guosheng
• Format: Thesis-Master by Research
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/155131
• Institution: Nanyang Technological University

In computer vision, image classification has progressed rapidly with deep learning over the ten years. However, in the real world, we still face challenges to apply them when the datasets are highly imbalanced, or in some situations to deploy large networks. From the data perspective, in this th...