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The article discusses the proposed median-type filters with an impulse noise detector that applies decision tree and particle swarm optimization towards image restoration. It mentions that it uses an impulse noise detector to specify the corruptibility of a pixel. It notes that the detector is made through the integration of 10 noise sensors. It points out that the restoration process in the said method applies the filters to fix the corrupted pixel.