Feature extraction from images using Opencv xfeatures2d View the demo below Steps: (1) Detecting keypoints and extracting local invariant descriptors; (2) Matching descriptors between images; (3) Applying RANSAC to estimate the homography matrix; and (4) Applying a warping transformation using the homography matrix.