Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
946 views
in Technique[技术] by (71.8m points)

count number of black pixels in an image in Python with OpenCV

I have the following test code in Python to read, threshold and display an image:

import cv2
import numpy as np 
from matplotlib import pyplot as plt

# read image
img = cv2.imread('slice-309.png',0)
ret,thresh = cv2.threshold(img,0,230, cv2.THRESH_BINARY)
height, width = img.shape
print "height and width : ",height, width
size = img.size
print "size of the image in number of pixels", size 

# plot the binary image
imgplot = plt.imshow(img, 'gray')
plt.show()

I would like to count the number of pixels within the image with a certain label, for instance black. How can I do that ? I looked at tutorials of OpenCV but did not find any help :-(

Thanks!

See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Reply

0 votes
by (71.8m points)

For black images you get the total number of pixels (rows*cols) and then subtract it from the result you get from cv2.countNonZero(mat).

For other values, you can create a mask using cv2.inRange() to return a binary mask showing all the locations of the color/label/value you want and then use cv2.countNonZero to count how many of them there are.

UPDATE (Per Miki's comment):

When trying to find the count of elements with a particular value, Python allows you to skip the cv2.inRange() call and just do:

cv2.countNonZero(img == scalar_value)  

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
OGeek|极客中国-欢迎来到极客的世界,一个免费开放的程序员编程交流平台!开放,进步,分享!让技术改变生活,让极客改变未来! Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...