I want to split many images inside one image.
My method :
1- Quantize image using pyramid segmentation.
2- Extract contour from image.
3- Accumulate horizontal & vertical edges.
4- Compute the intersection of the horizontal & vertical lines.
What is your suggestion for this problem? 
