基于有序中值问题的扫描透射电子显微镜图像分割

Segmentation of scanning-transmission electron microscopy images using the ordered median problem

European Journal of Operational Research · 2022
被引 14
ABS 4

中文导读

提出了基于有序中值函数的新模型,用于二维和三维扫描透射电子显微镜图像分割,通过调整权重向量适应不同图像类型,在保持低计算负担的同时提高分割质量。

Abstract

This paper presents new models for segmentation of 2D and 3D Scanning-Transmission Electron Microscope images based on the ordered median function. The main advantage of using this function is its good adaptability to the different types of images to be studied due to the wide range of weight vectors that can be cast. Classical segmentation models stand out for their ability to provide a segmentation of the original image very quickly and with low computational burden. However, they do not usually achieve high quality segmentations with a small number of clusters in order to classify the different elements which compose the structure represented in the image. The quality of the segmentation provided by our approach is analysed using different choices of the weight vector in some real instances. Moreover, improvements are proposed for the formulations to reduce the computational time needed to solve these problems by taking advantage of the weight vector structure.

图像分割电子显微镜计算机视觉数学优化