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利用有序中值问题改进大规模扫描透射电子显微镜图像分割的启发式算法

Improved heuristics for solving large-scale Scanning Transmission Electron Microscopy image segmentation using the ordered median problem

Computers and Operations Research · 2023
被引 1
ABS 3

中文导读

针对电子断层扫描图像分割中大规模有序中值问题计算耗时长的难题,提出了多种启发式算法及其改进版本,在保证图像质量的同时大幅缩短计算时间。

Abstract

The discrete ordered median problem can be applied in a wide variety of areas. The application of this problem in electron tomography image segmentation is currently being considered since high-quality images are obtained when this model is applied. However, its application means that a high computing time is required to obtain solutions for large-scale instances. The size of the images is of great importance in electron tomography experiments, since the larger the image size, the higher the quality of the image. With the goal of reducing the computation times, this paper introduces different heuristic procedures to obtain feasible solutions for the ordered median problem that provide high-quality images in low computing times. Moreover, some noticeable improvements for the heuristic techniques are developed, taking advantage of the particular versions of the ordered median function that have been proven to be especially suitable for electron tomography image segmentation.

电子断层扫描图像分割启发式算法计算优化