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Arithmetic Operations on Images using OpenCV in Python
In this tutorial, we are going to learn about the arithmetic operations on Images using OpenCV. We can apply operations like addition, subtraction, Bitwise Operations, etc.., Let's see how we can perform operations on images.
We need the OpenCV module to perform operations on images. Install the OpenCV module using the following command in the terminal or command line.
pip install opencv-python==220.127.116.11
If you run the above command, you will get the following successful message.
Collecting opencv-python==18.104.22.168 Downloading https://files.pythonhosted.org/packages/1f/51/e0b9cef23098bc31c77b0e0 6221dd8d05119b9782d4c2b1d1482e22b5f5e/opencv_python-22.214.171.124-cp37-cp37m-win_amd64.w hl (39.0MB) Requirement already satisfied: numpy>=1.14.5 in c:\users\hafeezulkareem\anaconda3\l ib\site-packages (from opencv-python==126.96.36.199) (1.16.2) Installing collected packages: opencv-python Successfully installed opencv-python-188.8.131.52
We can add two images using the cv2.addWeighted(). It takes five arguments, two images, and the weight of the final image from both and the light value for the final image.
Now we are going to add those two images into one image.
# importing cv2 module import cv2 # reading the images and storing in variables image_one = cv2.imread('_1.jpg') image_two = cv2.imread('_2.jpg') # adding two images result_image = cv2.addWeighted(image_one, 0.5, image_two, 0.5, 0) # displaying the final image cv2.imshow('Final Image', result_image) # deallocating the memory if cv2.waitKey(0) & 0xff == 27: cv2.destroyAllWindows()
We have a method called cv2.substract(image_one, image_two) to perform subtraction on two images. We are going to use the same images as an addition. Let's see the code.
# importing cv2 module import cv2 # reading the images and storing in variables image_one = cv2.imread('_1.jpg') image_two = cv2.imread('_2.jpg') # substracting two images result_image = cv2.subtract(image_one, image_two) # displaying the final image cv2.imshow('Final Image', result_image) # deallocating the memory if cv2.waitKey(0) & 0xff == 27: cv2.destroyAllWindows()
If you have any doubts regarding the tutorial, mention them in the comment section.
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