On the Effectiveness of Surrogate Fitness Functions for DNN Testing and Retraining without Ground Truth

Replication package and datset for the paper "On the Effectiveness of Surrogate Fitness Functions for DNN Testing and Retraining without Ground Truth", copyright belongs to the authors of the paper. Files matching the pattern generated_dataset_*.tar.xz contain the images generated when running DESIGNATE with the different fitness functions (RQ1, RQ2, RQ3). These files contain resized images for space reasons. Contact us for the original. RQ4-survey-survey.tar.xz contains the survey results. Survey-DiscussionOnImageRealism.zip contains the survey reported in the discussion sections. File ReplicationScripts.tar.xz contain the scripts, DNN under test, and GANs to replicate the experiment.