Revisiting neuron coverage metrics and quality of deep neural networks

Revisiting neuron coverage metrics and quality of deep neural networks

Deep neural networks (DNN) have been widely applied in modern life, including critical domains like autonomous driving, making it essential to ensure the reliability and robustness of DNN-powered systems. As an analogy to code coverage metrics for testing conventional software, researchers have prop...

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Bibliographic Details
Main Authors: YANG, Zhou, SHI, Jieke, ASYROFI, Muhammad Hilmi, LO, David
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
Subjects:
Deep learning testing
Coverage-driven testing
Software quality
Software Engineering
Online Access:https://ink.library.smu.edu.sg/sis_research/7625
https://ink.library.smu.edu.sg/context/sis_research/article/8628/viewcontent/378600a408.pdf
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/7625
https://ink.library.smu.edu.sg/context/sis_research/article/8628/viewcontent/378600a408.pdf

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