Can Offline Testing of Deep Neural Networks Replace Their Online Testing?

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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Veröffentlicht in:	Empirical software engineering : an international journal 2021-10, Vol.26 (5)
Hauptverfasser:	Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Automation Autonomous cars Neural networks Safety Steering Violations
Online-Zugang:	Volltext
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