2 papers
cs.LG2025
Towards Assessing Deep Learning Test Input Generators
Seif Mzoughi, Ahmed Haj yahmed, Mohamed Elshafei +2
Deep Learning (DL) systems are increasingly deployed in safety-critical applications, yet they remain vulnerable to robustness issues that can lead to significant failures. While n…
cs.CV2025
Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing
Seif Mzoughi, Mohamed Elshafeia, Foutse Khomh
Image segmentation is critical for applications such as medical imaging, augmented reality, and video surveillance. However, segmentation models often lack robustness, making them…