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...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Empirical software engineering : an international journal Jg. 26; H. 5; S. 90
Hauptverfasser:	Haq, Fitash Ul, Shin, Donghwan, Nejati, Shiva, Briand, Lionel
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	New York Springer US 01.09.2021
Schlagworte:	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-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!