1999
DOI: 10.1002/(sici)1098-1098(1999)10:2<186::aid-ima9>3.0.co;2-7
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Estimating voxel volume fractions of trabecular bone on the basis of magnetic resonance images acquiredin vivo

Abstract: A method is described for extracting information from images acquired in the limited spatial resolution regime in which the structures to be identified are smaller than the image voxel size. Under these conditions and in the presence of noise, the voxel intensity histogram is monomodal; therefore, segmenting the image with an intensity threshold is inaccurate. The present method, which is applicable to two‐phase materials of discrete intensity, relies on iterative deconvolution to obtain a noiseless histogram.… Show more

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Cited by 50 publications
(33 citation statements)
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“…Conventional MRI technology does not satisfy these more stringent requirements. To address the problems associated with the limited spatial resolution regime of in vivo -MRI, image acquisition, restoration, and processing techniques have recently been developed in our laboratory (18,19).Here, we demonstrate the potential of serial combined -MR imaging and spectroscopy for the quantitative assessment of shortterm steroid exposure on trabecular bone, growth plate, and bone marrow composition in a rabbit model. The method, which was implemented on a standard 1.5-Tesla clinical MR scanner by using customized data acquisition and image processing techniques, is shown to provide detailed information on trabecular bone architecture and bone marrow changes occurring within a time span of 2 to 4 weeks of dexamethasone exposure.…”
supporting
confidence: 83%
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“…Conventional MRI technology does not satisfy these more stringent requirements. To address the problems associated with the limited spatial resolution regime of in vivo -MRI, image acquisition, restoration, and processing techniques have recently been developed in our laboratory (18,19).Here, we demonstrate the potential of serial combined -MR imaging and spectroscopy for the quantitative assessment of shortterm steroid exposure on trabecular bone, growth plate, and bone marrow composition in a rabbit model. The method, which was implemented on a standard 1.5-Tesla clinical MR scanner by using customized data acquisition and image processing techniques, is shown to provide detailed information on trabecular bone architecture and bone marrow changes occurring within a time span of 2 to 4 weeks of dexamethasone exposure.…”
supporting
confidence: 83%
“…The -MRI data from 16-18 slices (28 total, encompassing the epiphysis and excluding distal cortex and growth plate) were processed after manually isolating the trabecular bone area. From these data, the trabecular bone volume fraction TB͞TV (trabecular bone volume͞total volume) was computed pixel by pixel by using a histogram deconvolution algorithm, which removes image intensity nonuniformity and noise (19). The resulting images are maps of TB͞TV in which the gray value represents the fractional occupancy of bone.…”
Section: Methodsmentioning
confidence: 96%
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“…Hwang et al developed a histogram deconvolution algorithm (HDA), that seeks to generate a grayscale image in which the pixel intensity represents the fractional occupancy of bone, i.e. a bone volume fraction (BVF) image that is free of noise and intensity anomalies as they arise from spatial variations in the received signal (106). Such an approach obviates the need for threshold setting and has the advantage that the full information is retained (rather than resulting in the data reduction inherent to all thresholding techniques).…”
Section: Processing Of Trabecular Bone Imagesmentioning
confidence: 99%
“…Subsequently, the error is subtracted from the initial estimate and the process repeated until the error has fallen below a predetermined threshold. Finally, the histogram intensities are assigned to the image pixels on the basis of the probability of a pixel to contain bone, and connectivity arguments (106).…”
Section: Processing Of Trabecular Bone Imagesmentioning
confidence: 99%