Issue
Say I have the following two images:
before.png:
after.png:
I'd like to remove all the parts of after.png that are in before.png so that, unto the end, I have this:
. My question is... how can I do this?
Here's what I've tried so far:
import cv2
refFilename = 'before.png'
newFilename = 'after.png'
outFilename = 'output.png'
imRef = cv2.imread(refFilename, cv2.IMREAD_GRAYSCALE)
th, imBW = cv2.threshold(imRef, 128, 192, cv2.THRESH_OTSU)
imNew = cv2.imread(newFilename, cv2.IMREAD_GRAYSCALE)
result = cv2.bitwise_and(imNew, imNew, imBW)
cv2.imwrite(outFilename, result)
The output, however, looks just like after.png. I also tried passing cv2.bitwise_not(imBW)
to cv2.bitwise_and
instead of imBW
but that made no difference.
Any ideas?
Solution
Here is one way to do that in Python/OpenCV.
- Read the two images as grayscale
- Convert to binary by Otsu thresholding
- Invert the two binary images
- Get the absolute difference
- Invert the difference
- Save results
Input:
import cv2
# read the two images
img1 = cv2.imread('circle1.jpg', cv2.IMREAD_GRAYSCALE)
img2 = cv2.imread('circle2.jpg', cv2.IMREAD_GRAYSCALE)
# convert to binary
bin1 = cv2.threshold(img1, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)[1]
bin2 = cv2.threshold(img2, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)[1]
# invert each
bin1 = 255 - bin1
bin2 = 255 - bin2
# get absdiff
diff = cv2.absdiff(bin2, bin1)
# invert
diff = 255 - diff
# save result
cv2.imwrite('circles_diff.jpg', diff)
# show result
cv2.imshow('diff',diff)
cv2.waitKey(0)
Resulting difference:
ADDITION
To answer your question in your comment, change cv2.absdiff to cv2.subtract.
Image:
import cv2
# read the two images
img1 = cv2.imread('circle3.jpg', cv2.IMREAD_GRAYSCALE)
img2 = cv2.imread('circle2.jpg', cv2.IMREAD_GRAYSCALE)
# convert to binary
bin1 = cv2.threshold(img1, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)[1]
bin2 = cv2.threshold(img2, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)[1]
# invert each
bin1 = 255 - bin1
bin2 = 255 - bin2
# get absdiff
diff = cv2.subtract(bin2, bin1)
# invert
diff = 255 - diff
# save result
cv2.imwrite('circles_diff2[![enter image description here][6]][6].jpg', diff)
# show result
cv2.imshow('diff',diff)
cv2.waitKey(0)
Result:
Answered By - fmw42
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