Cats are not fish: Deep learning testing calls for out-of-distribution awareness

• Main Authors: BEREND, David, XIE, Xiaofei, MA, Lei, ZHOU, Lingjun, LIU, Yang, XU, Chi, ZHAO, Jianjun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Deep learning testing; quality assurance; out of distribution; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7076; https://ink.library.smu.edu.sg/context/sis_research/article/8079/viewcontent/3324884.3416609.pdf
• Institution: Singapore Management University

As Deep Learning (DL) is continuously adopted in many industrial applications, its quality and reliability start to raise concerns. Similar to the traditional software development process, testing the DL software to uncover its defects at an early stage is an effective way to reduce risks after depl...