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GLCM

This folder mainly contains the code of extracting many kinds of GLCM features based on remote sensing image. The experimental results have been verified by the corresponding results of ENVI.

目的

本实验的主要目的是基于遥感图像计算灰度共生矩阵,并基于改矩阵计算多种纹理特征。主要包括:均值、方差、同质性、对比度、异质性、熵、角二阶矩(能量)、相关性以及自相关性。  
所有特征均与ENVI所得到的特征结果进行了验证,除相关性外,其余特征均与ENVI结果一致。相关性可能是因为所用的计算公式不一致,导致计算结果有出入。  

实验环境及平台

VSCode  
Python 3.7  

实验结果

注释

后续代码讲解会上传至Bilili。
我的Bilili:https://space.bilibili.com/315476253

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glcm's Issues

运行速度慢

您好,请问这个代码有做优化吗?目前运行时,比较慢,而且太消耗内存了,如果速度能和ENVI一样就更好了
image

bilili?

应该是bilibili吧,大佬手急打错了

data

How to extract numeric values?

ENVI

同学你好,我这边的灰度图像的像素值范围大概在200~800,得到的效果图与ENVI得到的效果图的趋势差不多,但是数据差距大概在100倍,ENVI得到的数据范围在0-1

4 steps + 4 angles

Hi,
Thanks for sharing the code. I found all subfigures became black (0) or white (255) when I ran 4 steps (2, 4, 8, 16) and 4 angles(0, 45, 90, 135), but it was okay when I only ran 1 step and 1 angle. does the code need to be changed a little bit?

Thanks!

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