Direct differentiable augmentation search

• Main Authors: LIU, Aoming, HUANG, Zehao, HUANG, Zhiwu, Huang, WANG, Naiyan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/6261; https://ink.library.smu.edu.sg/context/sis_research/article/7264/viewcontent/Direct_Differentiable_Augmentation_Search.pdf
• Institution: Singapore Management University

Data augmentation has been an indispensable tool to improve the performance of deep neural networks, however the augmentation can hardly transfer among different tasks and datasets. Consequently, a recent trend is to adopt AutoML technique to learn proper augmentation policy without extensive hand-c...