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Image Filtering Techniques

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Laplacian

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A second-derivative filter that measures the rate at which the first derivatives change, highlighting regions of rapid intensity change and is thus often used for edge detection.

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Non-local Means

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An algorithm for image denoising that replaces the intensity of each pixel with a weighted average of intensities from similar patches within the image. Effective at preserving fine details.

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Bilateral

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A non-linear, edge-preserving, and noise-reducing smoothing filter. It combines spatial and range kernels to preserve edges while reducing noise.

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Scharr

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An edge-detection filter that is a more rotationally symmetric alternative to the Sobel and Prewitt operators. It gives a better approximation of gradient vector and edge strength.

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Sobel

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A discrete differentiation operator that computes an approximation of the gradient of the image intensity function. Used for edge detection and creates an image emphasising edges.

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Median

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Replaces each pixel's value with the median value of the intensities in the neighborhood of that pixel. Particularly effective at removing 'salt-and-pepper' noise.

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Prewitt

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Edge detection operator that isolates horizontal and vertical edges in images. Works by detecting changes in intensity in the horizontal and vertical directions.

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High-pass

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A filter that passes signals with frequencies higher than a certain cutoff frequency and attenuates frequencies below the cutoff. Used to enhance edges and fine details in images.

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Low-pass

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A filter that passes signals with a frequency lower than a certain cutoff frequency and attenuates frequencies higher than the cutoff. Used to remove noise and blur images.

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Band-pass

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A filter that passes frequencies within a certain range and attenuates frequencies outside that range. Used in image processing to focus on certain frequency ranges.

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Gaussian

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Utilizes a normal distribution to smooth images and reduce noise. Commonly used in blurring images and in computer vision algorithms to reduce detail and noise.

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Wiener

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A filtering technique applied to images that reduces noise by comparing a pixel value to the local mean and variance around it. It works in the frequency space and provides a statistical approach to denoising.

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