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

• 主要作者: Wang, Yiming
• 其他作者: Lin Guosheng
• 格式: Thesis-Master by Research
• 語言: English
• 出版: Nanyang Technological University 2022
• 主題: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• 在線閱讀: https://hdl.handle.net/10356/155131

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...