DOCTOR: A Simple Method for Detecting Misclassification Errors

Deep neural networks (DNNs) have shown to perform very well on large scale object recognition problems and lead to widespread use for real-world applications, including situations where DNN are implemented as "black boxes". A promising approach to secure their use is to accept decisions th...

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Veröffentlicht in:	arXiv.org 2021-10
Hauptverfasser:	Granese, Federica, Romanelli, Marco, Gorla, Daniele, Palamidessi, Catuscia, Piantanida, Pablo
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Data mining Datasets Object recognition Rejection rate
Online-Zugang:	Volltext
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