location: Current position: Home >> Scientific Research >> Paper Publications

Medical Image Enhancement Algorithm Based on Wavelet Transform

Hits:

Indexed by:Journal Papers

Date of Publication:2010-01-21

Journal:ELECTRONICS LETTERS

Included Journals:SCIE、EI、Scopus

Volume:46

Issue:2

Page Number:120-U33

ISSN No.:0013-5194

Abstract:Low contrast and poor quality are main problems in the production of medical images. By using the wavelet transform and Haar transform, a novel image enhancement approach is proposed. First, a medical image was decomposed with wavelet transform. Secondly, all high-frequency sub-images were decomposed with Haar transform. Thirdly, noise in the frequency field was reduced by the soft-threshold method. Fourthly, high-frequency coefficients were enhanced by different weight values in different sub-images. Then, the enhanced image was obtained through the inverse wavelet transform and inverse Haar transform. Lastly, the image's histogram was stretched by nonlinear histogram equalisation. Experiments showed that this method can not only enhance an image's details but can also preserve its edge features effectively.

Pre One:A Skew Detection Method Based on Periodic Texture

Next One:An Optimal Quantization Method for Image Compression