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Computer Science
Posted 5 months ago
Discuss the difference between image registration and image rectification? List the possible primitives that could be used and the source of the primitives.
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Answer from Sia
Posted 5 months ago
Image registration and image rectification are two processes used in image processing and computer vision, but they serve different purposes and are based on different principles
Image registration is the process of aligning two or more images of the same scene taken at different times, from different viewpoints, or by different sensors
Image rectification, on the other hand, is the process of transforming images to a common plane so that the line of sight becomes parallel to a baseline, which is particularly useful in stereo vision to simplify the problem of finding corresponding points in image pairs
Possible primitives for image registration and their sources
Points: Features like corners or interesting points detected using algorithms such as SIFT, SURF, or ORB
Lines: Edges detected using edge detection algorithms like Canny or Sobel operator
Contours: Boundaries of objects found using contour detection methods
Surfaces: Surface patches identified through methods like template matching or plane fitting
Intensity patterns: Direct pixel intensity comparisons for template matching or block matching
Possible primitives for image rectification and their sources
Epipolar lines: Derived from the fundamental matrix or essential matrix in stereo vision
Homography: Computed from point correspondences for planar scenes or from camera calibration data
Disparity map: Generated from stereo matching algorithms to find pixel correspondences between stereo images
The sources of these primitives are typically the images themselves, where feature detection algorithms are applied to extract the necessary information for registration or rectification

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