Charles Explorer logo
🇬🇧

Multiscale Graph-Cut for 3D Segmentation of Compact Objects

Publication at Faculty of Medicine in Pilsen |
2018

Abstract

The article is a step forward towards improving image segmentation using a popular method called Graph-Cut. We focus on optimizing the algorithm for processing data, in which the target object occupies only a small portion of the total volume.

We propose a twostep procedure. At the first step, the location of the object is determined roughly.

At the second step, Graph-Cut segmentation is performed with a special multi-scale chart structure. Two different graph construction methods are suggested.

The calculation time of both variants is compared with the original Graph-Cut method. The msgc_lo2hi method has been shown to provide a statistically significant time reduction of the computational costs.