Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing by Pu, Muxin, Kuan, Meng Yi, Lim, Nyee Thoang, Chong, Chun Yong, Lim, Mei Kuan

“…Fairness of deepfake detectors in the presence of anomalies are not well investigated, especially if those anomalies are more prominent in either male or…”

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Automated Generation of Metamorphic Relations for Query-Based Systems by Segura, Sergio, Alonso, Juan C., Martin-Lopez, Alberto, Duran, Amador, Troya, Javier, Ruiz-Cortes, Antonio

“…Searching and displaying data based on user queries is a pervasive feature of most software applications such as information systems, web portals, and web…”

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Metamorphic Testing in Bioinformatics Software: A Case Study on Metagenomic Assembly by Stacy, Brook, Hauzel, Jason, Lindvall, Mikael, Porter, Adam, Pop, Mihai

“…MetaCompass is a metage nomic assembly tool developed by the Pop Lab at the University of Maryland, College Park [2]. Such tools are vital for studying the DNA…”

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Message from the MET 2022 Workshop Chairs

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Testing Ocean Software with Metamorphic Testing by Luu, Quang-Hung, Liu, Huai, Chen, Tsong Yueh, Vu, Hai L.

“…Advancing ocean science has a significant impact to the development of the world, from operating a safe navigation for vessels to maintaining a healthy and…”

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On the Cost-Effectiveness of Composite Metamorphic Relations for Testing Deep Learning Systems by Arrieta, Aitor

“…Deep Learning (DL) components are increasing their presence in mission and safety-critical systems, such as autonomous vehicles. The verification process of…”

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In-Place Metamorphic Testing and Exploration by Zhou, Zhi Quan, Zhu, Junting, Chen, Tsong Yueh, Towey, Dave

“…In this paper, we consider the testing of software whose input involves a data stream, such as in video analysis applications. To address the oracle problem in…”

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Analyzing the reliability of simulated distributed systems using Metamorphic Testing by Nunez, Alberto, Canizares, Pablo C., Gomez-Abajo, Pablo, Guerra, Esther, de Lara, Juan

“…Simulation is widely adopted by the research community to analyze and study complex systems. It is based on the idea of creating a model representing the…”

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SR-MT: A Metamorphic Method to Test the Robustness of Speech Recognition Software by Wang, Feifei, Ben, Kerong, Zhang, Xian

“…Speech recognition (SR) systems are systems that convert speech signals into text and are widely used in mobile devices, wearable devices, and intelligent…”

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