Evaluation of Metamorphic Testing for Edge Detection in MRI Brain Diagnostics
Magnetic resonance imaging (MRI) is an information-rich research tool used in diagnostics
using image processing applications (IPAs), and the results are utilized in machine learning …
using image processing applications (IPAs), and the results are utilized in machine learning …
Testing environmental models supported by machine learning
VA de Santiago, LAR da Silva… - Proceedings of the III …, 2018 - dl.acm.org
In this paper we present a new methodology, DaOBML, to test environmental models whose
outputs are complex artifacts such as images (maps) or plots. Our approach suggests …
outputs are complex artifacts such as images (maps) or plots. Our approach suggests …
A method and experiment to evaluate deep neural networks as test oracles for scientific software
VA de Santiago Júnior - Proceedings of the 3rd ACM/IEEE International …, 2022 - dl.acm.org
Testing scientific software is challenging because usually such type of systems have non-
deterministic behaviours and, in addition, they generate non-trivial outputs such as images …
deterministic behaviours and, in addition, they generate non-trivial outputs such as images …
[PDF][PDF] Evaluation of Metamorphic Relations of Image Processing Operations using Mutation Testing
F Jafari - 2024 - cust.edu.pk
Testing of an intricate plexus of advanced software system architecture of image processing
applications is quite challenging due to the absence of test oracle. Metamorphic testing is a …
applications is quite challenging due to the absence of test oracle. Metamorphic testing is a …