Python image Processing (9): Hu Moment

Source: Internet
Author: User

Happy Shrimp

http://blog.csdn.net/lights_joy/

Welcome reprint, but please keep the author information


The geometric moment is theHuin the1962with translational, rotational, and scale invariance. OpenCVThe calculation of the moment is determined byC + +in theMomentsThis class comes complete with:


//! Raster image Momentsclass Cv_exports_w_map moments{public:    //! The default constructor    Moments ();    //! The full constructor    Moments (double m00, double M10, double m01, double M20, double M11, double m02, double M30,            D Ouble M21, double M12, double m03);    //! The conversion from cvmoments    Moments (const cvmoments& Moments);    //! The conversion to cvmoments    operator cvmoments () const;    //! Spatial Moments    CV_PROP_RW double  m00, M10, M01, M20, M11, M02, M30, M21, M12, M03;    //! Central Moments    CV_PROP_RW double  mu20, Mu11, mu02, Mu30, Mu21, Mu12, mu03;    //! Central normalized moments    CV_PROP_RW double  nu20, Nu11, nu02, Nu30, Nu21, Nu12, nu03;};

It can be seen that it mainly includes the space moment, the center moment and the center normalized moment.

I've never been too sure. Geometric moments can play a role in plant leaf identification, especially for occluded leaves. But just to learn here, try to calculate Hu moments under Python .

The images used are the color images that were split up before:



We've got a two value image of them:


We use these two two-value images as the input image for the moment.


#-*-coding:utf-8-*-import cv2import numpy as Np#import matplotlib.pyplot as Pltdir = ' F:\\projects\\src\\opencv\\imag Es\\cotton\\ '; # Hu invariant Moment # read cotton image cotton = cv2.imread (dir + ' 39.mask.jpg ') cotton = cotton[:,:,0]  # This is a two value image, Take only the first channel cv2.imshow (' Cotton ', cotton) # read weed image weed = cv2.imread (dir + ' 47.mask.jpg ') weed = weed[:,:,0]  # This is a two value image, Take only the first channel cv2.imshow (' Weed ', weed) # Calculate the moment of cotton and hu moment moments = cv2.moments (cotton) hu_moments = Cv2. Humoments (Moments) print (' Cotton moments: ') print (hu_moments) # Calculates the moment of weed and hu moment moments = cv2.moments (weed) hu_moments = Cv2. Humoments (Moments) print (' Weed moments: ') print (hu_moments) Cv2.waitkey ()

The results are calculated as follows:



just two pictures doesn't really explain the problem, just show it by the code above Python Calculation Hu The way of the moment, that's all.











??

Python image Processing (9): Hu Moment

Contact Us

The content source of this page is from Internet, which doesn't represent Alibaba Cloud's opinion; products and services mentioned on that page don't have any relationship with Alibaba Cloud. If the content of the page makes you feel confusing, please write us an email, we will handle the problem within 5 days after receiving your email.

If you find any instances of plagiarism from the community, please send an email to: info-contact@alibabacloud.com and provide relevant evidence. A staff member will contact you within 5 working days.

A Free Trial That Lets You Build Big!

Start building with 50+ products and up to 12 months usage for Elastic Compute Service

  • Sales Support

    1 on 1 presale consultation

  • After-Sales Support

    24/7 Technical Support 6 Free Tickets per Quarter Faster Response

  • Alibaba Cloud offers highly flexible support services tailored to meet your exact needs.