Is Neuron Coverage a Meaningful Measure for Testing Deep Neural Networks? (FSE 2020)
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Updated
Sep 23, 2021 - Jupyter Notebook
Is Neuron Coverage a Meaningful Measure for Testing Deep Neural Networks? (FSE 2020)
Compute the neuron coverage of a deep learning network in MATLAB.
This command line tool can be used to collect image dataset from BeamNG gameplay and supports calculating neuron coverage of a DNN model. It can be extended to create a neuron coverage guided testing tool to generate test cases for simulation-based testing of DNN-based self-driving vehicles
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