Split & Merge Image Using OpenCV Python

In Python OpenCV Tutorial, Explained How to split and merge image using numpy indexing and python OpenCV cv2.split()  & cv2.merge() function?

Syntax: cv2.split(m[, mv]) -> mv

Parameters:

.   @overload
.   @param m input multi-channel array.
.   @param mv output vector of arrays; the arrays themselves are reallocated, if needed.

Syntax: cv2.merge(mv[, dst]) -> dst

Parameters:

.   @param mv input vector of matrices to be merged; all the matrices in mv must have the same
.   size and the same depth.
.   @param dst output array of the same size and the same depth as mv[0]; The number of channels will
.   be the total number of channels in the matrix array.

Split image using NumPy indexing

import cv2

img_path = r"C:\Users\kashz\AI Life\AI Projects - IAIP, PTs (Web + Channel)\02 OpenCV\000 opencv tutorial\data\images\girl-eye.jpg"

img = cv2.imread(img_path)
img = cv2.resize(img, (1280, 720))

img.shape ## image shape

img[:,:,0] # Blue image channel

img[:,:,1] # Green Image channel

img[:,:,2] # Red Image Channel

Split image using cv2.split()

b, g, r = cv2.split(img)

Time Calculation to split Image

For Split fucntion

import time

start_time = time.time()

for i in range(100):
    r, g, r = cv2.split(img)
    
end_time = time.time()

print("Total time taken to split 100 images: ", end_time - start_time)

For Numpy Indexing

import time

start_time = time.time()

for i in range(100):
    b = img[:, :, 0]
    g = img[:, :, 1]
    r = img[:, :, 2]
    
end_time = time.time()

print("Total time taken to split 100 images: ", end_time - start_time)

Show single channel

import cv2

img_path = r"C:\Users\kashz\AI Life\AI Projects - IAIP, PTs (Web + Channel)\02 OpenCV\000 opencv tutorial\data\images\girl-eye.jpg"

img = cv2.imread(img_path)
img = cv2.resize(img, (400, 400))

cv2.imshow("Model Blue Image", img[:,:,0])
cv2.imshow("Model Green Image", img[:,:,1])
cv2.imshow("Model Red Image", img[:,:,2])

cv2.waitKey(0)
import cv2

img_path = r"C:\Users\kashz\AI Life\AI Projects - IAIP, PTs (Web + Channel)\02 OpenCV\000 opencv tutorial\data\images\girl-eye.jpg"

img = cv2.imread(img_path)
img = cv2.resize(img, (400, 400))

b, g, r = cv2.split(img)

cv2.imshow("Model Blue Image", b)
cv2.imshow("Model Green Image", g)
cv2.imshow("Model Red Image", r)

cv2.waitKey(0)
cv2.destroyAllWindows()

Merge Image

img_merge = cv2.merge([b,g,r])
import cv2

img_path = r"C:\Users\kashz\AI Life\AI Projects - IAIP, PTs (Web + Channel)\02 OpenCV\000 opencv tutorial\data\images\girl-eye.jpg"

img = cv2.imread(img_path)
img = cv2.resize(img, (400, 400))

b, g, r = cv2.split(img)


img_merge = cv2.merge([b,g,r])

cv2.imshow("Model Blue Image", b)
cv2.imshow("Model Green Image", g)
cv2.imshow("Model Red Image", r)

cv2.imshow("Merge Model Image", img_merge)

cv2.waitKey(0)
cv2.destroyAllWindows()

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