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Create Coloring book page from image

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I want to play and learn a little bit with image processing.

I found a page that converts any image to a coloring book sketch and it does this really well.

Original:enter image description hereSketch:enter image description here

I would like to rebuild something like this. I looked into OpenCV and thought maybe by highlighting contours/edges that would work.

I got some results with Canny Edge detection:

img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)img_blur = cv2.GaussianBlur(img_gray, (3, 3), 0)edges = cv2.Canny(image=img_gray, threshold1=20, threshold2=100)  # Canny Edge Detectionret,th2 = cv2.threshold(edges,100,255,cv2.THRESH_BINARY_INV)cv2.imshow('Canny Edge Detection', th2)

enter image description here

My result is not so smooth and detailed. For example, the text, or the face of my cat.So my question would be, am I on the right path; if yes, what else could I try?

Or do I need to do this with an machine learning model? For that I would need a ton of data I suppose to train the model...


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