Search Results for author: Sungmin Kang

Found 3 papers, 1 papers with code

SINVAD: Search-based Image Space Navigation for DNN Image Classifier Test Input Generation

no code implementations19 May 2020 Sungmin Kang, Robert Feldt, Shin Yoo

The testing of Deep Neural Networks (DNNs) has become increasingly important as DNNs are widely adopted by safety critical systems.

Navigate

Arachne: Search Based Repair of Deep Neural Networks

1 code implementation28 Dec 2019 Jeongju Sohn, Sungmin Kang, Shin Yoo

The rapid and widespread adoption of Deep Neural Networks (DNNs) has called for ways to test their behaviour, and many testing approaches have successfully revealed misbehaviour of DNNs.

Fairness Gender Classification +1

Interpreting Models by Allowing to Ask

no code implementations13 Nov 2018 Sungmin Kang, David Keetae Park, Jaehyuk Chang, Jaegul Choo

Questions convey information about the questioner, namely what one does not know.

Colorization

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