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Point Operations


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Contents

Thresholding - select pixels with given values to produce binary image

Adaptive Thresholding - like Thresholding except choose values locally

Contrast Stretching - spreading out graylevel distribution

Histogram Equalization - general method of modifying intensity distribution

Logarithm Operator - reducing contrast of brighter regions

Exponential/`Raise to Power' Operator - enhancing contrast of brighter regions


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Single-point processing is a simple method of image enhancement. This technique determines a pixel value in the enhanced image dependent only on the value of the corresponding pixel in the input image. The process can be described with the mapping function

Eqn:eqnptin1
where r and s are the pixel values in the input and output images, respectively. The form of the mapping function M determines the effect of the operation. It can be previously defined in an ad-hoc manner, as for thresholding or gamma correction, or it can be computed from the input image, as for histogram equalization. For example, a simple mapping function is defined by the thresholding operator:
Eqn:eqnptin2
The corresponding graph is shown in Figure 1.


Figure 1 Graylevel transformation function for thresholding.

Point operators are also known as LUT-transformations, because the mapping function, in the case of a discrete image, can be implemented in a look-up table (LUT).

A subgroup of the point processors is the set of anamorphosis operators. This notion describes all point operators with a strictly increasing or decreasing mapping function. Examples include the logarithm operator, exponential operator and contrast stretching, to name just a few.

An operator where M changes over the image is adaptive thresholding. This is not a pure point operation anymore, because the mapping function, and therefore the output pixel value, depends on the local neighborhood of a pixel.

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©2003 R. Fisher, S. Perkins, A. Walker and E. Wolfart.

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