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Robustness assessment of hyperspectral image CNNs using metamorphic testing
Remote sensing has proven its utility in many critical domains, such as medicine, military, and ecology. Recently, we have been …
Rached Bouchoucha, Houssem Ben Braiek, Foutse Khomh, Sonia Bouzidi, Rania Zaatour
Cite Arxiv
Physics-Guided Adversarial Machine Learning for Aircraft Systems Simulation
In the context of aircraft system performance assessment, deep learning technologies allow us to quickly infer models from experimental …
Houssem Ben Braiek, Thomas Reid, Foutse Khomh
Cite DOI Arxiv
DiverGet: A Search-Based Software Testing Approach for Deep Neural Network Quantization Assessment
Quantization is one of the most applied Deep Neural Network (DNN) compression strategies, when deploying a trained DNN model on an …
Ahmed Haj Yahmed, Houssem Ben Braiek, Foutse Khomh, Sonia Bouzidi, Rania Zaatour
Cite DOI Arxiv
Testing Feedforward Neural Networks Training Programs
Nowadays, we are witnessing an increasing effort to improve the performance and trustworthiness of Deep Neural Networks (DNNs), with …
Houssem Ben Braiek, Foutse Khomh
Cite Code DOI Arxiv
Faults in Deep Reinforcement Learning Programs: a Taxonomy and a Detection Approach
Nowadays, we are witnessing an increasing demand in both corporates and academia for exploiting Deep Learning (DL) to solve complex …
Amin Nikanjam, Mohammad Mehdi Morovati, Foutse Khomh, Houssem Ben Braiek
Cite Code Dataset DOI Arxiv
Automatic Fault Detection for Deep Learning Programs Using Graph Transformations
Nowadays, we are witnessing an increasing demand in both corporates and academia for exploiting Deep Learning (DL) to solve complex …
Amin Nikanjam, Houssem Ben Braiek, Mohammad Mehdi Morovati, Foutse Khomh
Cite Code DOI Arxiv
On Testing Machine Learning Programs
Nowadays, we are witnessing a wide adoption of Machine learning (ML) models in many software systems. They are even being tested in …
Houssem Ben Braiek, Foutse Khomh
Cite DOI Arxiv
Improved Algorithm for Hyperspectral Image Classification
Due to the high-dimensional data space generated by hyperspectral sensors together with the real-time requirements of several remote …
Sonia Bouzidi, Houssem Ben Braiek
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