Title :
Brightness preserving weight clustering histogram equalization
Author :
Sengee, Nyamlkhagva ; Choi, Heng Kook
Author_Institution :
Sch. of Comput. Eng., Inje Univ., Gimhae
fDate :
8/1/2008 12:00:00 AM
Abstract :
Histogram equalization (GHE) is a simple and widely accepted method for contrast enhancement. Although there are extensions of GHE that can preserve the brightness of the original image better than the original method, these extensions sometimes fail to enhance the visualization of the original image. Therefore, we propose a new method called "Brightness Preserving Weight Clustering Histogram Equalization" (BPWCHE) that can simultaneously preserve the brightness of the original image and enhance visualization of the original image. BPWCHE assigns each non-zero bin of the original image\´s histogram to a separate cluster, and computes each cluster\´s weight. Then, to reduce the number of clusters, we use three criteria (cluster weight, weight ratio and widths of two neighboring clusters) to merge pairs of neighboring clusters. The clusters acquire the same partitions as the result image histogram. Finally, transformation functions for each cluster\´s sub-histogram are calculated based on the traditional GHE method in the new acquired partitions of the result image histogram, and the sub-histogram\´s gray levels are mapped to the result image by the corresponding transformation functions. We showed experimentally that BPWCHE can preserve image brightness and enhance visualization of images more effectively than GHE and other brightness preserving methods.
Keywords :
brightness; image enhancement; pattern clustering; BPWCHE; brightness preserving weight clustering histogram equalization; image contrast enhancement; image visualization; sub-histogram gray levels; transformation functions; Biomedical image processing; Brightness; Consumer electronics; Degradation; Dynamic range; Histograms; Image coding; Speech recognition; Speech synthesis; Visualization; Contrast enhancement, histogram equalization, brightness preserving contrast enhancement, weight clustering;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2008.4637624