Title :
Histogram-Based Locality-Preserving Contrast Enhancement
Author :
Jeyong Shin ; Rae-Hong Park
Author_Institution :
Dept. of Electron. Eng., Sogang Univ., Seoul, South Korea
Abstract :
Histogram equalization (HE), a simple contrast enhancement (CE) method, tends to show excessive enhancement and gives unnatural artifacts on images with high peaks in their histograms. Histogram-based CE methods have been proposed in order to overcome the drawback of HE, however, they do not always give good enhancement results. In this letter, a histogram-based locality-preserving CE method is proposed. The proposed method is formulated as an optimization problem to preserve localities of the histogram for performing image CE. The locality-preserving property makes the histogram shape of the enhanced image to be similar to that of the original image. Experimental results show that the proposed histogram-based method gives output images with graceful CE on which existing methods give unnatural results.
Keywords :
image enhancement; optimisation; HE; contrast enhancement method; histogram equalization; histogram-based locality-preserving CE method; image unnatural artifact; optimization problem; Brightness; Consumer electronics; Filtering; Histograms; Image color analysis; Optimization; Vectors; Contrast enhancement; histogram equalization; image enhancement; image processing;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2015.2399612