Essay On Image Registration

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Image registration
Definition:
Image registration is the process of aligning images from two or more data sets. It involves integrating the images to create a composite view, improving the signal-to-noise ratio, and extracting information that would be impossible to obtain from a single image. Image registration is used in remote sensing, medical imaging, cartography, and other applications that rely on obtaining precise information from images—for example, discovering from satellite images how an area became flooded, or detecting tumors from MRI scans.
There are two well-known approaches to the process of automatic image registration: feature-based and intensity-based registration algorithms.
Image Registration Principle
The goal of image registration is removing of image …show more content…

Edge detection using Prewitt and Sobel operators can also be achieved by using imfilter with the corresponding 3×3 masks (which can be created using fspecial).
THE CANNY EDGE DETECTOR
The Canny edge detector [Can86] is one of the most popular, powerful, and effective edge detection operators available today. Its algorithm can be described as follows:
1. The input image is smoothed using a Gaussian low-pass filter with a specified value of σ: large values of σ will suppress much of the noise at the expense of weakening potentially relevant edges.
2. The local gradient (intensity and direction) is computed for each point in the smoothed image.
3. The edge points at the output of step 2 result in wide ridges. The algorithm thins those ridges, leaving only the pixels at the top of each ridge, in a process known as nonmaximal suppression.
4. The ridge pixels are then thresholded using two thresholds Tlow and Thigh: ridge pixels with values greater than Thigh are considered strong edge pixels; ridge pixels with values between Tlow and Thigh are said to be weak pixels. This process is known as hysteresis

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