Exploration and improvement of Ostu threshold segmentation algorithm

计算机科学 算法 阈值 人工智能 图像分割 分割 像素 灰度 计算机视觉 图像(数学)
作者
Qidan Zhu,Liqiu Jing,Rongsheng Bi
标识
DOI:10.1109/wcica.2010.5554431
摘要

As a classical image segmentation method, Ostu threshold algorithm had been applied widely in image processing. This paper had a comparison of the following two-dimensional Ostu thresholding method. One-dimensional Ostu method considered only grayscale information of the pixel, 2D Ostu algorithm considered both the gray value of a pixel and the average gray value of its neighborhood, thus is more robust to noise. But because calculating of the two-dimensional Ostu threshold method demands a long time, so restricted its use, by constructing look-up tables recursively, its fast algorithm reduces its complexity from O(L 4 ) to O(L 2 ), based on the decomposition of 2D Ostu adaptive algorithm. When the hypothesis of original 2D Ostu algorithm holds, the method can get the same segmentation threshold as the original two-dimensional method, while the computational complexity is reduced further. In the paper, the algorithm is improved on the basis of the original one, one-dimensional threshold average decomposition of two-dimensional Ostu algorithm is proposed. The algorithm not only maintained advantages of less time and smaller space of calculating the threshold of 2D Ostu adaptive algorithm, of the threshold shorter and space advantages of a smaller, but also better segmentation results can be found to get from experiment.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
1秒前
1秒前
2秒前
3秒前
英俊的铭应助she采纳,获得10
4秒前
5秒前
电脑桌发布了新的文献求助10
5秒前
成就的笑南完成签到 ,获得积分0
5秒前
ding应助喜悦的鸿采纳,获得10
5秒前
7秒前
7秒前
8秒前
8秒前
8秒前
8秒前
8秒前
8秒前
8秒前
9秒前
9秒前
9秒前
9秒前
9秒前
9秒前
9秒前
9秒前
9秒前
10秒前
10秒前
10秒前
10秒前
蛋黄发布了新的文献求助20
10秒前
10秒前
10秒前
10秒前
10秒前
10秒前
11秒前
中科路2020发布了新的文献求助10
11秒前
高分求助中
液晶指向矢仿真分析数据集 8888
Invited Discussant 63O and 64O 1000
Ideology and Meaning-Making under the Putin Regime 750
Petrology and Plate Tectonics 500
Writing Systems 500
A Handbook of User Experience Research & Design in Libraries 400
Understanding Modeling and Simulation of Polymerization Reactions 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 计算机科学 化学工程 生物化学 物理 内科学 复合材料 催化作用 光电子学 物理化学 电极 细胞生物学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6883644
求助须知:如何正确求助?哪些是违规求助? 8582492
关于积分的说明 18233400
捐赠科研通 6269634
什么是DOI,文献DOI怎么找? 3056185
关于科研通互助平台的介绍 2068019
邀请新用户注册赠送积分活动 2033843