Towards robust inference against distribution shifts in computer vision

• المؤلف الرئيسي: Tang, Kaihua
• مؤلفون آخرون: Zhang Hanwang
• التنسيق: Thesis-Doctor of Philosophy
• اللغة: English
• منشور في: Nanyang Technological University 2021
• الموضوعات: Engineering::Computer science and engineering
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/154119
• المؤسسة: Nanyang Technological University

After a decade of prosperity, the development of machine learning based on deep neural networks (DNNs) seems to reach a new turning point. A variety of tasks and fields have proved that recklessly feeding a massive volume of data and increasing the model capacity would no longer bring us a panacea f...