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Real-Time AI-Based Radiotherapy Planning for Nasopharyngeal Carcinoma: Development and Validation. [PDF]
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Are Coverage Criteria Meaningful Metrics for DNNs?
2021 International Joint Conference on Neural Networks (IJCNN), 2021The wide deployment of Deep Neural Networks (DNNs), though achieving great success in many domains, has severe safety concerns. Inspired by testing criteria from traditional software engineering, various coverage criteria have been proposed to ensure the safety of DNNs. However, the validity of coverage criteria was questioned in related researches. In
Meng Sun, Weidi Sun
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Applicability of Coverage Criteria for Serverless Applications
2020 IEEE International Conference on Service Oriented Systems Engineering (SOSE), 2020Serverless computing is a popular trend in cloud computing based on serverless functions. These functions are stateless which can be utilized by the cloud platform provider to scale functions dynamically. While these small functions are easy to test in isolation, integrating them with other resources provided by the cloud platform provider or third ...
Stefan Winzinger, Guido Wirtz
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A study of interleaving coverage criteria
Proceedings of the the 6th joint meeting of the European software engineering conference and the ACM SIGSOFT symposium on The foundations of software engineering, 2007Concurrency bugs are becoming increasingly important due to the prevalence of concurrent programs. A fundamental problem of concurrent program bug detection and testing is that the interleaving space is too large to be thoroughly explored. Practical yet effective interleaving coverage criteria are desired to systematically explore the interleaving ...
Shan Lu 0001 +2 more
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Coverage criteria for logical expressions
14th International Symposium on Software Reliability Engineering, 2003. ISSRE 2003., 2005A large number of coverage criteria to generate tests from logical expressions have been proposed. Although there have been large variations in the terminology, the articulation of the criteria and the original source of the expressions, many of these criteria are fundamentally the same.
Paul Ammann +2 more
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Testing Coverage Criteria for Deep Forests
2019 6th International Conference on Dependable Systems and Their Applications (DSA), 2020In practice, many unknown errors have emerged in deep learning systems. One of the main reasons is that the behaviors of deep learning systems are unpredictable and difficult to test. Proper testing criteria are vitally important to evaluate the adequacy of testing deep learning systems.
Ruilin Xie +4 more
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Guided test generation for coverage criteria
2010 IEEE International Conference on Software Maintenance, 2010Test coverage criteria including boundary-value and logical coverage such as Modified Condition/Decision Coverage (MC/DC) have been increasingly used in safety-critical or mission-critical domains, complementing those more popularly used structural coverage criteria such as block or branch coverage.
Rahul Pandita +3 more
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Coverage Criteria based Testing of Industrial Robots
2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), 2020Industrial robots are used in manufacturing industries for tasks that can be automated and work with a controller within a tightly integrated real-time platform. Since they work with humans and other robots, they are safety critical in nature, making testing and verification important tasks in their software development life cycle.
Ameena K. Ashraf +2 more
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