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Gaussian smoothing           Laplacian sharpening           Histogram equalization           Total variation denoising

Question

Gaussian smoothing

Laplacian sharpening

Histogram equalization

Total variation denoising

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Solution

It seems like you've listed a few image processing techniques but haven't asked a specific question. Could you please provide more details or ask a specific question about these techniques? Here's a brief overview of each:

  1. Gaussian Smoothing: This is a type of image blurring technique that can be used to reduce detail and noise. It works by convolving the image with a Gaussian function.

  2. Laplacian Sharpening: This is a technique used to enhance the edges in an image. It works by subtracting a smoothed version of the image from the original image.

  3. Histogram Equalization: This is a method for improving the contrast in an image. It works by effectively spreading out the most frequent intensity values in the image.

  4. Total Variation Denoising: This is a method for removing noise from an image while preserving important, sharp details like edges. It works by minimizing the total variation of the image, subject to some fidelity constraint.

Please let me know if you have specific questions about any of these techniques.

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