Title :
Medical image enhancement by applying averaging method in clusters
Author :
Govind, Vijeesh ; Balakrishnan, Arun A.
Author_Institution :
Dept. of Appl. Electron. & Instrum., Rajagiri Sch. of Eng. & Technol., Kakkanad, India
Abstract :
In this paper a new technique to enhance the medical images without distorting the local information is proposed. Proposed method is capable of reducing the over-enhancement problem. The method first cluster the gray levels based on certain criteria and then the new transformation function is applied to each cluster. Proposed method uses Averaging method to transform the gray levels in each cluster. PSNR values show that proposed method performs better than other spatial and transform based image enhancement techniques. Experimental results show that proposed method produces noise free contrast enhanced images.
Keywords :
image enhancement; medical image processing; pattern clustering; statistical analysis; PSNR values; averaging method; gray level; medical image enhancement; noise free contrast enhanced image; peak signal-to-noise ratio; spatial based image enhancement; transform based image enhancement; transformation function; Biomedical imaging; Communication systems; Histograms; Image enhancement; PSNR; Transforms; Averaging method; Clustering; Histogram Equalization; Image enhancement;
Conference_Titel :
Advanced Computing and Communication Systems (ICACCS), 2013 International Conference on
Conference_Location :
Coimbatore
DOI :
10.1109/ICACCS.2013.6938739