针对软错误的图像处理应用的低成本强化

I. Polian, B. Becker, M. Nakasato, S. Ohtake, H. Fujiwara
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引用次数: 22

摘要

图像处理系统越来越多地用于安全关键应用程序,它们对软错误的强化成为一个问题。作者提出了一种方法,根据软错误对系统功能的影响来识别非关键性的软错误。作者称软误差为非临界误差,如果它的影响在很短的时间内(周期数)被证明限于图像扰动,并且系统保证在此之后恢复。不重要的错误不需要强化,因为它们的影响对于系统的人类用户来说是无法察觉的。重点研究了MPEG-2运动估计子系统中的软误差,介绍了MPEG-2运动估计子系统中非临界软误差的不同定义。提出了一种自动确定各种参数的非临界误差并提供实验结果的方法。该概念可以适用于其他系统,并增强现有方法
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Low-Cost Hardening of Image Processing Applications Against Soft Errors
Image processing systems are increasingly used in safety-critical applications, and their hardening against soft errors becomes an issue. The authors propose a methodology to identify soft errors as uncritical based on their impact on the system's functionality. The authors call a soft error uncritical if its impact is provably limited to image perturbations during a very short period of time (number of cycles) and the system is guaranteed to recover thereafter. Uncritical errors do not require hardening as their effects are unperceivable for the human user of the system. The authors focus on soft errors in the motion estimation subsystem of MPEG-2 and introduce different definitions of uncritical soft errors in that subsystem. A method is proposed to automatically determine uncritical errors and provide experimental results for various parameters. The concept can be adapted to further systems and enhance existing methods
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