Deep Neural Networks (DNNs) have become an enabling technology for building accurate image classifiers, and are increasingly being applied in many ICT systems such as autonomous vehicles. Unfortunately, classifiers can be deceived by images that altered due to failures of the visual camera, preventing proper execution classification process. Therefore, it is utmost importance build guarantee ev...