Can Offline Testing of Deep Neural Networks Replace Their Online Testing? A Case Study of Automated Driving Systems

We distinguish two general modes of testing for Deep Neural Networks (DNNs): Offline testing where DNNs are tested as individual units based on test datasets obtained without involving the DNNs under test, and online testing where DNNs are embedded into a specific application environment and tested...

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Bibliographic Details

Published in:	Empirical software engineering : an international journal Vol. 26; no. 5; p. 90
Main Authors:	Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel
Format:	Journal Article
Language:	English
Published:	New York Springer US 01.09.2021
Subjects:	Compilers Computer Science Interpreters Programming Languages Software Engineering/Programming and Operating Systems Self-driving Cars Deep Learning Testing
ISSN:	1382-3256, 1573-7616, 1573-7616
Online Access:	Get full text
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