The algorithm of formation of a training set for an artificial neural network for image segmentation

S. Belim, S. Larionov
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Abstract

This article suggests an algorithm of formation a training set for artificial neural network in case of image segmentation. The distinctive feature of this algorithm is that it using only one image for segmentation. The segmentation performs using three-layer perceptron. The main method of the segmentation is a method of region growing. Neural network is using for get a decision to include pixel into an area or not. Impulse noise is using for generation of a training set. Pixels damaged by noise are not related to the same region. Suggested method has been tested with help of computer experiment in automatic and interactive modes.
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用于图像分割的人工神经网络训练集的形成算法
提出了一种用于图像分割的人工神经网络训练集的生成算法。该算法的显著特点是只使用一幅图像进行分割。使用三层感知器进行分割。分割的主要方法是区域生长法。神经网络用于决定是否将像素包含到一个区域中。脉冲噪声用于训练集的生成。被噪声损坏的像素不属于同一区域。本文提出的方法已通过计算机实验在自动和交互模式下进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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