A knowledge-based image enhancement and denoising approach

作者: Hafiz Syed Muhammad Muslim , Sajid Ali Khan , Shariq Hussain , Arif Jamal , Hafiz Syed Ahmed Qasim

DOI: 10.1007/S10588-018-9274-8

关键词:

摘要: The emergence of computer-aided diagnostic technology has revolutionized the health sector and by use medical imaging records, experts are able to get detailed analysis which enable them in precise diagnosis gliomas tumors. In this paper, we present an approach that uses domain-specific knowledge together with hybrid image enhancement techniques provides resulting image(s) more details lesser noise levels. We did comparison our KB proposed existing experimentation results showed improvement quality reduction arbitrariness images. is proved be feasible effective, thus better evaluation problems. Proposed research work recommends a new for enhancements.

参考文章(18)
Mark S. Nixon, Alberto S. Aguado, Feature Extraction and Image Processing ,(2002)
Yan Chai Hum, Khin Wee Lai, Maheza Irna Mohamad Salim, None, Multiobjectives bihistogram equalization for image contrast enhancement Complexity. ,vol. 20, pp. 22- 36 ,(2014) , 10.1002/CPLX.21499
Karel Zuiderveld, Contrast limited adaptive histogram equalization Graphics gems. pp. 474- 485 ,(1994) , 10.1016/B978-0-12-336156-1.50061-6
Ao Shuang Dong, Bin Bin Lou, Hui Yan Jiang, Qiang Tong, Guang Ming Yang, Tian Han Gao, Ben Qiang Yang, Li Bo Zhang, Medical Image Enhancement Method Based on Wavelet Transform and Mode Decomposition Applied Mechanics and Materials. ,vol. 389, pp. 930- 935 ,(2013) , 10.4028/WWW.SCIENTIFIC.NET/AMM.389.930
Ingrid Daubechies, Ten Lectures on Wavelets ,(1992)
S.G. Mallat, A theory for multiresolution signal decomposition: the wavelet representation IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 11, pp. 674- 693 ,(1989) , 10.1109/34.192463
R.A. Haddad, A.N. Akansu, A class of fast Gaussian binomial filters for speech and image processing IEEE Transactions on Signal Processing. ,vol. 39, pp. 723- 727 ,(1991) , 10.1109/78.80892
Md. Foisal Hossain, Mohammad Reza Alsharif, Katsumi Yamashita, Medical image enhancement based on nonlinear technique and logarithmic transform coefficient histogram matching ieee/icme international conference on complex medical engineering. pp. 58- 62 ,(2010) , 10.1109/ICCME.2010.5558871
Jiao Du, Weisheng Li, Bin Xiao, Qamar Nawaz, Union Laplacian pyramid with multiple features for medical image fusion Neurocomputing. ,vol. 194, pp. 326- 339 ,(2016) , 10.1016/J.NEUCOM.2016.02.047
Sajid Ali Khan, Ayyaz Hussain, Muhammad Usman, None, Facial expression recognition on real world face images using intelligent techniques: A survey Optik. ,vol. 127, pp. 6195- 6203 ,(2016) , 10.1016/J.IJLEO.2016.04.015