Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Objective Search (Experience Paper)

11 December 2020

Papers citing "Automatic Test Suite Generation for Key-Points Detection DNNs using Many-Objective Search (Experience Paper)"

8 / 8 papers shown

Title
GAN-enhanced Simulation-driven DNN Testing in Absence of Ground Truth M. Attaoui F. Pastore 44 0 0 20 Mar 2025
Supporting Safety Analysis of Image-processing DNNs through Clustering-based Approaches M. Attaoui Hazem M. Fahmy F. Pastore Lionel C. Briand AI4CE 10 4 0 31 Jan 2023
A Search-Based Testing Approach for Deep Reinforcement Learning Agents Amirhossein Zolfagharian Manel Abdellatif Lionel C. Briand M. Bagherzadeh Ramesh S 37 27 0 15 Jun 2022
Ergo, SMIRK is Safe: A Safety Case for a Machine Learning Component in a Pedestrian Automatic Emergency Brake System Markus Borg Jens Henriksson Kasper Socha Olof Lennartsson Elias Sonnsjo Lonegren T. Bui Piotr Tomaszewski S. Sathyamoorthy Sebastian Brink M. H. Moghadam 22 23 0 16 Apr 2022
Simulator-based explanation and debugging of hazard-triggering events in DNN-based safety-critical systems Hazem M. Fahmy F. Pastore Lionel C. Briand Thomas Stifter AAML 18 14 0 01 Apr 2022
Machine Learning Testing in an ADAS Case Study Using Simulation-Integrated Bio-Inspired Search-Based Testing M. H. Moghadam Markus Borg Mehrdad Saadatmand Seyed Jalaleddin Mousavirad M. Bohlin B. Lisper 15 10 0 22 Mar 2022
Black-box Safety Analysis and Retraining of DNNs based on Feature Extraction and Clustering M. Attaoui Hazem M. Fahmy F. Pastore Lionel C. Briand AAML 10 21 0 13 Jan 2022
Improving Test Case Generation for REST APIs Through Hierarchical Clustering D. Stallenberg Mitchell Olsthoorn Annibale Panichella 13 27 0 14 Sep 2021