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A novel image fusion algorithm based on 2D scale-mixing complex wavelet transform and Bayesian MAP estimation for multimodal medical images
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作者 Abdallah Bengueddoudj Zoubeida Messali Volodymyr Mosorov 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2017年第3期52-68,共17页
In this paper,we propose a new image fusion algorithm based on two-dimensional Scale-Mixing Complex Wavelet Transform(2D-SMCWT).The fusion of the detail 2D-SMCWT cofficients is performed via a Bayesian Maximum a Poste... In this paper,we propose a new image fusion algorithm based on two-dimensional Scale-Mixing Complex Wavelet Transform(2D-SMCWT).The fusion of the detail 2D-SMCWT cofficients is performed via a Bayesian Maximum a Posteriori(MAP)approach by considering a trivariate statistical model for the local neighboring of 2D-SMCWT coefficients.For the approx imation coefficients,a new fusion rule based on the Principal Component Analysis(PCA)is applied.We conduct several experiments using three different groups of multimodal medical images to evaluate the performance of the proposed method.The obt ained results prove the superiority of the proposed method over the state of the art fusion methods in terms of visual quality and several commonly used metrics.Robustness of the proposed method is further tested against different types of noise.The plots of fusion met rics establish the accuracy of the proposed fusion method. 展开更多
关键词 Medical imaging multimodal medical image fusion scale mixing complex wavelet transform MAP Bayes estimation principal component analysis.
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Progress on the Use of Stable Isotope Techniques in Catchment Hydrograph Separation: A Review
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作者 Feng Fang Jin Shuang Zhang Tao 《Meteorological and Environmental Research》 CAS 2015年第2期1-5,共5页
Hydrograph separation is a fundamental catchment descriptor,revealing information about sources of water in runoff generation processes. The water isotopes are ideal tracers in studying hydrological processes since th... Hydrograph separation is a fundamental catchment descriptor,revealing information about sources of water in runoff generation processes. The water isotopes are ideal tracers in studying hydrological processes since the isotope fractionation produces a natural labeling effect within the hydrologic cycle. The water isotope technique has become one of effective means for investigating complex hydrologic system on a catchment scale. This paper reviews the progress on the use of stable water isotope techniques in catchment hydrograph separation in last decades. Also,the isotope mixing model for hydrograph separation and its uncertainties are explained in detail. In future research,there are three hot issues in the use of isotopic hydrograph separation( IHS) : integrating new approaches into IHS,calibration and verification of IHS model and IHS application in large river basins. 展开更多
关键词 Stable isotope techniques Hydrograph separation Catchment scale Mixing model Uncertainty China
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