Compensated simulated annealing vs. dynamic programming used for boundary detection in intracoronary ultrasound

T. Johnson, W. Snyder, D. Herrington
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引用次数: 1

Abstract

Intracoronary ultrasound (ICUS) is a valuable tool in the study of coronary artery disease. Accurate and robust methods using real-time automated boundary detection algorithms are needed to quantify lumen and intimal-medial areas. The authors' approach transforms ICUS boundary detection into a recirculant multilayer graph problem with local minima. Dynamic programming (DP) and simulated annealing (SA) are two fundamentally different approaches to this optimization problem which are known to converge to the global minimum. However, time to convergence for SA is impractical. The authors compare a new optimized implementation of SA called compensated simulated annealing with DP.<>
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补偿模拟退火与动态规划用于冠状动脉内超声的边界检测
冠状动脉内超声(ICUS)是研究冠状动脉疾病的重要工具。需要使用实时自动边界检测算法的准确和稳健的方法来量化管腔和内内侧区域。作者的方法将ICUS边界检测转化为具有局部极小值的循环多层图问题。动态规划(DP)和模拟退火(SA)是解决这一优化问题的两种根本不同的方法,它们都收敛于全局最小值。然而,SA的收敛时间是不切实际的。作者将一种新的SA优化实现称为补偿模拟退火与DP.>进行了比较
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