期刊文献+

基于小波变换的功能磁共振数据处理方法 被引量:4

Functional MRI data analysis based on wavelet transform
下载PDF
导出
摘要 近年来,小波变换在功能磁共振成像(fMRI)数据分析中获得了广泛的应用,小波变换的一些独特的性质使之非常适合于fMRI数据的处理。本文对基于小波变换的fMRI数据分析方法予以综述,指出了基于小波变换的分析方法的优势和局限性,并对这类方法的发展趋势进行了展望。 The wavelet transform has applied in analysis fMRI data extensively in recent years. The interesting properties of the wavelet transform make it very adaptable to fMRI data analysis. In this paper, we give an overview of wavelet-based techniques for fMRI data analysis. The advantages and limitations of these methods compared with the traditional methods are given. The trends of this method applied to the analysis of fMRI data were proposed in the final part of this paper, which support the standpoint that this new potential approach could be used to mining the fMRI data.
出处 《中国医学影像技术》 CSCD 北大核心 2006年第8期1269-1272,共4页 Chinese Journal of Medical Imaging Technology
基金 国家自然科学基金重点资助项目(10234070)。
关键词 小波变换 假设检验 磁共振成像 功能性 血氧水平依赖 发现错误率 Wavelet transform Hypothesis test Magnetic resonance imaging, functional Blood oxygenation level dependent False discovery rate
  • 相关文献

参考文献21

  • 1Wink AM,Roerdink JBTM.Denoising functional MR images:a comparison of wavelet denoising and Gaussian smoothing[J].IEEE Trans Med Imaging,2004,23(3):374-387.
  • 2Bullmore ET,Long C,Suckling J,et al.Colored noise and computational inference in neurophysiological (fMRI) time series analysis:Resampling methods in time and wavelet domains[J].Human Brain Mapping,2001,12 (2):61-78.
  • 3Desco M,Hernandez JA,Santos A,et al.Multiresolution analysis in fMRI:sensitivity and specificity in the detection of brain activation[J].Human Brain Mapping,2001,14(1):16-27.
  • 4Long C,Brown EN,Manoach D,et al.Spatiotemporal wavelet analysis for functional MRI[J].Neuroimage,2004,23(2):500-516.
  • 5Bullmore ET,Brammer MJ,Williams SCR,et al.Statistical methods of estimation and inference for functional MR image analysis[J].Magn Reson Med,1996,35(2):261-277.
  • 6Fadili MJ,Bullmore ET.Wavelet-generalized least squares:a new Bul estimator of linear regression models with 1/f errors[J].NeuroImage,2002,15 (1):217-232.
  • 7Bullmore ET,Fadili MJ,Maxim V,et al.Wavelets and functional magnetic resonance imaging of the human brain[J].NeuroImage,2004,23 Suppl 1:S234-249.
  • 8Bullmore ET,Suckling J,Overmeyer S,et al.Global,voxel and cluster tests,by theory and permutation,for a difference between two groups of structural MR images of the brain[J].IEEE Trans Med Imaging,1999,18(1):32-42.
  • 9Friman O,Westin CF.Resampling of fMRI time series[J].NeuroImage,2005,25(3):859-867.
  • 10Laird AR,Rogers BP,Meyerand ME.Comparison of Fourier and wavelet resampling methods[J].Magn Reson Med,2004,51(2):418-422.

同被引文献61

引证文献4

二级引证文献5

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部