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@Sriram Kumar if you can correctly rectify the images you are leading back to an ideal stereo-rig setup where both cameras are parallel to each other, so a correspondence will lie in the same horizontal (epipolar) line with the biggest X coordinate for left camera and smallest for the right camera.