THRESHOLD IMPULSE DETECTOR BASED ON LUM SMOOTHER (LUMsm DETECTOR)
Rastislav Lukáč - Stanislav Marchevský
In this paper we present a new impulse detector based on a LUM
smoother (LUMsm detector) for detection of an impulsive type
of noise. This detector is controlled by a threshold.
Our detection is based on a LUM smoother filter, which is a
subclass of a rank-order-based, lower-upper-middle (LUM)
filter. A subclass of LUM smoother is used in image-noise
smoothing applications. The output of this filter is determined
by comparing a lower- and upper-order statistics to the middle
of the sample in the observation window. We demonstrate that the
proposed algorithm of the LUMsm detector executes the detection
operation very well and the performance of impulsive noise
removing along with a 3x3 median filter shows
excellent capabilities of image-detail preservation. We yield
comparisons to other impulsive noise detectors demonstrated by
the mean-absolute error (MAE) and mean-square error (MSE).
Description of the LUM smoother and impulse detectors is
included.
Keywords: LUM filters, impulsive type noise, impulse detector
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