« Previous
Next »
Academic Radiology
Volume 17, Issue 5
, Pages 658-671
, May 2010
The Brain MR Image Segmentation Techniques and use of Diagnostic Packages
References
- 3-D segmentation of MR images of the head for 3-D display. IEEE Trans Med Imaging. 1990;18:25–34
- . Image segmentation: errors, sensitivity, and uncertainty. Proc IEEE-Eng Med Biol Soc. 1991;13:253–254
- MRI segmentation: methods and applications. Magnet Reson Imaging. 1995;13:343–368
- . Scene analysis using regions. Artif Intell. 1970;1:205–226
- . Region competition: unifying snakes, region growing, and Bayes/MDL for multiband image segmentation. IEEE Trans Patt Anal Machine Intell. 1996;18:884–900
- . Segmentation of MR brain images into cerebrospinal fluid spaces, with and gray matter. J Comp Assisted Tomogr. 1989;13:588–593
- . Optimized intensity thresholds for volumetric analysis of magnetic resonance imaging data. Pro SPIE. 1808;1992:299–310
- . Local segmentation of biomedical images. Comp Med Imaging Graph. 1990;14:173–183
- Adaptive segmentation of MRI data. IEEE Trans Med Imaging. 1996;15:429–442
- . Estimating the bias field of MR images. IEEE Trans Med Imaging. 1997;16:238–251
- Markov random field segmentation of brain MR images. IEEE Trans Med Imaging. 1997;16:878–886
- . Screening mammography with computer-aided detection: prospective study of 12,860 patients in a community breast center. Radiology. 2001;220:781–786
- Changes in breast cancer detection and mammography recall rate after the introduction of a computer-aided detection system. J Natl Cancer Inst. 2004;96:185–190
- . Computer-aided detection with screening mammography in a university hospital setting. Radiology. 2005;236:451–457
- . Impact of computer-aided detection in a regional screening mammography program. AJR Am J Roentgenol. 2005;185:944–950
- Screening mammograms: interpretation with computer-aided detection-prospective evaluation. Radiology. 2006;239:375–383
- . Improved cancer detection using computer-aided detection with diagnostic and screening mammography: prospective study of 104 cancers. AJR Am J Roentgenol. 2006;187:20–28
- Can computer-aided detection with double reading of screening mammograms help decrease the false-negative rate?. Radiology. 2004;232:578–584
- Computer-aided detection in diagnostic mammography: detection of clinically unsuspected cancers. AJR Am J Roentgenol. 2004;183:1511–1515
- Initial experience with a prototype clinical “intelligent” mammography workstation for computer-aided diagnosis. Proc SPIE. 1995;2434:65–71
- Computerized detection of lesions missed by mammography. Amsterdam: Elsevier Science; 1996;
- Potential contribution of computer-aided detection to the sensitivity of screening mammography. Radiology. 2000;215:554–562
- Computer-aided diagnosis in mammography. The handbook of medical imaging and medical imaging processing and analysis. SPIE. 2000;2:915–1004
- Giger ML. Computerized analysis of images in the detection and diagnosis of breast cancer seminars in ultrasound. CT MRI 200; 25:411–418.
- . Computer-aided detection and diagnosis at the start of the third millennium. J Dig Imaging. 2002;15:59–68
- . Road maps for advancement of radiology computer-aided detection in the 21st century. Radiology. 2003;229:11–13
- Computer-aided diagnosis in chest radiography. Semin Ultrasound CT MRI. 2004;25:432–437
- Computer-aided diagnosis in thoracic CT. Semin Ultrasound CT MRI. 2005;26:357–363
- . Computer-aided diagnosis for CT colonography. Semin Ultrasound CT MRI. 2004;25:404–410
- Computer-aided diagnosis: development of automated schemes for quantitative analysis of radiographic images. Semin Ultrasound CT MRI. 1992;13:140–152
- In: Doi K, MacMahon H, Giger ML, et al. editor. Computer aided diagnosis in medical imaging. Amsterdam: Elsevier; 1999;
- Computer-aided diagnosis in radiology: potential and pitfalls. Eur J Radiol. 1999;31:97–109
- . Computer-aided diagnosis in digital chest radiography—advances in digital radiography, RSNA Categorical Course in Diagnostic Radiology Physics. 2003;227–236
- . Overview on research and development of computer-aided diagnosis. Semin Ultrasound CT MRI. 2004;25:404–410
- . Current status and future potential of computer-aided diagnosis in medical imaging. Br J Radiol Special Issue. 2005;78:S3–S19
- . Diagnostic imaging over the last 50 years: research and development in medical imaging science and technology. Phys Med Biol. 2006;51:R5–R27
- Computer diagnosis of primary bone tumor. Radiology. 1963;80:273–275
- Automated computer analysis of tracking of the vascular tree in DSA images using a double-square-box region-of-search algorithm. Proc SPIE. 1986;626:326–333
- Detection of radiographic abnormalities in mammograms by means of optical scanning and computer analysis. Radiology. 1967;89:211–215
- Automated radiographic diagnosis via feature extraction and classification of cardiac size and shape descriptors. IEEE Trans Biomed Eng. 1972;19:174–186
- . Computer diagnosis of pneumo-coniosis. IEEE Trans Syst Man Cybernetics. 1974;4:44–47
- Pattern recognition of chest X-ray images. Computer Graphics Image Process. 1973;2:252–271
- . Attempt to use computers as diagnostic aids in medical decision making: a 30-year experience. Perspect Biol Med. 1992;35:207–218
- . Computer-aided diagnosis in medical imaging: historical review, current status and future potential. Computerized Med Imaging Graphics. 2007;31:198–211
- Editorial: BJR review of the year – 2005. Br J Radiol. 2006;79:183–187
- Glioma dynamics and computational models: a review of segmentation, registration, and in silico growth algorithms and their clinical applications. Curr Med Imaging Rev. 2007;3:262–276
- Comparison of supervised MRI segmentation methods for tumor volume determination during therapy. Magn Reson Imaging. 1995;13:719–728
- Detection of glioma evolution on longitudinal MRI studies. Arlington, VA: International Symposium on Biomedical Imaging (ISBI); 2007;
- 3D brain tumor segmentation in MRI using fuzzy classification, symmetry analysis and spatially constrained deformable models. Fuzzy Sets and Systems;. 2009;160:1457–1473
- A framework of fuzzy information fusion for segmentation of brain tumor tissues on MR images. Image Vision Comp. 2007;25:164–172
- . Pattern classification and scene analysis. Holland, PA: Wiley-Interscience Publication; 1973;
- Gonzalez CR, Woods ER. Digital image processing. 3rd ed; NJ: 2003
- . Parametrically deformable contour models. Comp Vision Patt Recognit Proc IEEE Comp Soc Conf. 1989;98–103
- . Automated inspection of PCBs using a novel approach. IEEE workshop on Nonlinear Signal and Image Processing. 1999;pp.1865–1870
- . Fourier transformation and its applications. 2nd ed. New York: McGraw-Hill Series; 1986;
- Garcia L. Probability and random processes for electrical engineers. 2 Sol ed. aroberts2, United States: Addison Wesley Publishing Company, 1994.
- . n-dimensional moment invariants and conceptual mathematical theory of recognition n-dimensional solids. Patt Recognit Proc. 1990;1:288–290
- . Eigen shapes for 3D object recognition in range data. IEEE Conference on Computer Vision and Pattern Recognition. 1999;
- . Brain segmentation and white matter lesion detection in MR images. Crit Rev Biomed Eng. 1994;22:401–465
- . Image segmentation techniques. Comp Vis Graph Image Proc. 1985;29:100–132
- . A review on image segmentation techniques. Pattern Recognit. 1993;26:1277–1294
- . Review of MR image segmentation techniques using pattern recognition. Med Phys. 1993;20:1033–1048
- Comparison of supervised MRI segmentation methods for tumor volume determination during therapy. Magn Reson Imaging. 1995;13:719–728
- A comparison of neural network and fuzzy clustering techniques in segmenting magnetic resonance images of the brain. IEEE Trans Neural Netw. 1992;3:672–682
- . A survey of thresholding techniques. Comp Vis Graph Image Proc. 1988;41:233–260
- . Automatic cardiac MR image segmentation using edge detection by tissue classification in pixel neighborhoods. Magn Reson Med. 1997;37:418–424
- In vivo assessment of trabecular bone structure at the distal radius from high-resolution computed tomography images. Phys Med Biol. 1996;41:495–508
- Computer-aided breast cancer detection and diagnosis of masses using difference of Gaussians and derivative-based feature saliency. IEEE Trans Med Imaging. 1997;16:811–819
- . A novel approach to microcalcification detection using fuzzy logic technique. IEEE Trans Med Imaging. 1998;17:442–450
- Markov random field for tumor detection in digital mammography. IEEE Trans Med Imaging. 1995;14:565–576
- Unsupervised connectivity-based thresholding segmentation of midsagittal brain MR images. Comp Biol Med. 1998;28:309–338
- Tumor volume detection from MR images by morphological segmentation. Phys Med Biol. 1996;41:2437–2446
- Quantitative classification of breast tumors in digitized mammograms. Med Phys. 1996;23:1337–1345
- Split-and-merge segmentation of magnetic resonance medical images: performance evaluation and extension to three dimensions. Comp Biomed Res. 1998;31:393–412
- From 3D magnetic resonance images to structural representations of the cortex topography using topology preserving deformations. J Math Imaging Vis. 1995;5:297–318
- . Fuzzy connectedness and object definition: theory, algorithms and applications in image segmentation. Graph Models Image Process. 1996;58:246–261
- . Pattern recognition: statistical, structural and neural approach. New York: Wiley & Sons; 1992;
- Multispectral analysis of magnetic resonance images. Radiology. 1985;154:221–224
- Enhancedspatial priors for segmentation of magnetic resonance imagery. Cambridge, MA: In Proc Int Conf Med Image Comp Comp Assist Interv; 1998;
- . Image segmentation by clustering. Proc IEEE. 1979;5:773–785
- . Parameter estimation and tissue segmentation from multispectral MR images. IEEE Trans Med Imaging. 1994;13:441–449
- . Statistical approach to X-ray CT imaging and its applications in image analysis - a new stochastic model-based image segmentation technique for X-ray CT image. IEEE Trans Med Imaging. 1992;11:62–69
- . Algorithms for clustering data. Englewood Cliffs, NJ: Prentice Hall; 1988;
- Zadeh LA, Fuzzy sets. Inf Control 1965; 338–353.
- . Parameter estimation for finite mixture distributions. Comp Math Appl. 1988;15:810–828
- . Statistical approach to segmentation of single-channel cerebral MR images. IEEE Trans Med Imaging. 1997;16:176–186
- . An adaptive fuzzy c-means algorithm for image segmentation in the presence of intensity inhomogeneities. Pattern Recognit Lett. 1999;20:57–68
- . Fast iterative segmentation of high resolution medical images. IEEE Trans Nucl Sci. 1997;44:1363–1367
- . Neural network modeling. Phys Med Biol. 1991;36:1259–1317
- . Neural networks: a comprehensive foundation. New York: Macmillan; 1994;
- . Neural network methods for volumetric magnetic resonance imaging of the human brain. Proc IEEE. 1996;84:1488–1496
- Automated segmentation and classification of multispectral magnetic resonance images of brain using artificial neural networks. IEEE Trans Med Imaging. 1997;16:911–918
- Discrete-time CNN for image segmentation by active contours. Pattern Recognit Lett. 1998;19:721–734
- . Markov random field modeling in computer vision. Berlin: Springer-Verlag; 1995;
- . Brain abnormality in schizophrenia: a systematic and quantitative review of volumetric magnetic resonance imaging studies. J Psychol. 1998;172:110–120
- . On the statistical analysis of dirty pictures. CVGIP: Image Underst. 1986;57:359–372
- . Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images. IEEE Trans Pattern Anal Mach Intell. 1984;6:721–741
- . On digital mammogram segmentation and micro-calcification detection using multiresolution wavelet analysis. Graph Models Image Process. 1997;59:349–364
- . Using a deformable surface model to obtain a shape representation of the cortex. IEEE Trans Med Imaging. 1996;15:785–795
- . Medical image segmentation using topologically adaptable surfaces. Lect Notes Comp Sci. 1997;1205:23–32
- Xu C, Pham DL, Prince JL, et al. Reconstruction of the central layer of the human cerebral cortex from MR images. In Proc Int Conf Med Image Comp Comp Assist Interv. Cambridge, MA; 1998, pp. 482–488.
- . A parametric deformable model to fit unstructured 3D data. Comp Vis Image Underst. 1998;71:39–54
- . Statistical shape model based segmentation of medical images. Comp Med Image Graph. 1998;22:133–143
- . Automatic 3-D model-based segmentation and tracking in echocardiograph sequences: active contours guided by optical low estimates. IEEE Trans Med Imaging. 1995;17:274–284
- . Shape modeling with front propagation: a level set approach. IEEE Trans PAMI. 1995;17:158–175
- . On active contour models and balloons. CVGIP: Image Underst. 1991;53:211–218
- A geometric model for active contours. Number Math. 1993;66:1–31
- . Snakes, shapes, and gradient vector flow. IEEE Trans Image Proc. 1998;7:359–369
- . Topologically adaptable snakes. In: Proc Int Conf Comp Vis. Cambridge, MA: IEEE Comp Soc; 1995;p. 840–845
- . Deformable models in medical image analysis: a survey. Med Image Anal. 1996;1:91–108
- . A survey of medical image registration. Med Image Anal. 1998;2:1–36
- . Co-planar stereotaxic atlas of the human brain. 3-dimensional proportional system: an approach to cerebral imaging. Stuttgart, Germany: Thieme; 1988;
- Automated labeling of the human brain: a preliminary report on the development and evaluation of a forward-transform method. Hum Brain Map. 1997;5:238–242
- Automatic atlas-based volume estimation of human brain regions from MR images. J Comp Assist Tomogr. 1996;20:98–106
- . Evans neuroanatomical segmentation. Hum Brain Mapp. 1995;3:190–208
- . Spatial normalization of 3D images using deformable models. J Comput Assist Tomogr. 1996;20:656–665
- . Volumetric transformation of brain anatomy. IEEE Trans Med Imaging. 1997;16:864–877
- . Surface-based labeling of cortical anatomy using a de-formable atlas. IEEE Trans Med Imaging. 1997;16:41–54
- . Automatic brain segmentation and validation: image-based versus atlas-based de-formable models. SPIE Proc Med Imag. 1997;3034:299–310
- . Detection, visualization and animation of abnormal anatomic structure with a probabilistic brain atlas based on random vector field transformations. Med Image Anal. 1997;1:271–294
- . On the geometry and shape of brain sub-manifolds. Int J Pattern Recognit Artif Intell. 1997;11:1317–1343
- Pubic arch detection in transrectal ultrasound guided prostate cancer therapy. IEEE Trans Med Imaging. 1998;17:762–771
- Automatic segmentation of liver structure in CT images. Med Phys. 1993;20:71–78
- . Watersheds in digital spaces: an efficient algorithm based on immersion simulation. IEEE Trans Pattern Anal Mach Intell. 1991;13:583–598
- Watershed-based segmentation of 3D MR data for volume quantization. Magn Reson Imag. 1997;15:679–688
- . Segmentation of random fields via borrowed strength density estimation. IEEE Trans Pattern Anal Mach Intell. 1997;19:494–499
- . Partial volume tissue classification of multi-channel magnetic resonance images—a mixed model. IEEE Trans Med Imaging. 1991;10:395–407
- Evaluation of segmentation algorithms for generation of patient models in radiofrequency hyperthermia. Phys Med Biol. 1998;43:3295–3307
- . Fuzzy connectedness and image segmentation. Proc IEEE. 2003;91:1649–1669
- Core candidate neurochemical and imaging biomarkers of Alzheimer's disease. zheimer's Dementia. 2008;4:38–48
- Morphological substrate of face matching in healthy ageing and mild cognitive impairment: a combined MRI-fMRI study. Brain. 2007;130:1745–1758
- White matter damage in Alzheimer's disease and in mild cognitive impairment: assessment with diffusion tensor MRI using parallel imaging techniques. Radiology. 2007;243:483–492
- Prediction of AD with MRI-basedhippocampal volume in mild cognitive impairment. Neurology. 1999;52:1397–1403
- Prediction of Alzheimer's disease in mild cognitive impairment, a prospective study in Taiwan. Neurobiol Aging. 2006;27:1797–1806
- Multicenter assessment of reliability of cranial MRI. Neurobiol Aging. 2006;27:1051–1059
- Preclinical detection of Alzheimer's disease: hippocampal shape and volume predict dementia onset in the elderly. Neuroimage. 2005;25:783–792
- . Voxel-based morphometry: the methods. Neuroimage. 2000;11:805–821
- In vivo mapping of gray matter loss with voxel-based morphometry in mild Alzheimer's disease. Neuroimage. 2001;14:298–309
- A voxel-based morphometry study of temporal lobe gray matter reductions in Alzheimer's disease. Neurobiol Aging. 2003;24:221–223
- Multivariate deformation-based analysis of brain atrophy to predict Alzheimer's disease in mild cognitive impairment. Neuroimage. 2007;38:13–24
- Multiparametric tissue characterization of brain neoplasms and their recurrence using pattern classification of MR images. Acad Radiol. 2008;15:966–977
- Computer-assisted segmentation of white matter lesions in 3D MR images using support vector machine. Acad Radiol. 2008;15:300–313
- Segmentation of lung nodules in computed tomography images using dynamic programming and multidirection fusion techniques. Acad Radiol. 2009;16:678–6787
- Lung motion and volume measurement by dynamic 3D MRI using a 128-channel receiver coil. Acad Radiol. 2009;16:22–27
- . Molecular PET/CT imaging–guided radiation therapy treatment planning. Acad Radiol. 2009;16:689–699
- . Interactive deformation registration of endorectal prostate MRI using ITK thin plate splines. Acad Radiol. 2009;16:351–357
- Evolution of structure function relationships in asthma using multidetector CT and hyperpolarized He-3 MRI. Acad Radiol. 2008;15:753–762
- . Automatic and rapid identification of `infarct slices and hemisphere in DWI scans. Acad Radiol. 2008;15:24–39
- Automated 11C-PiB standardized uptake value ratio. Acad Radiol. 2008;15:1376–1389
- Functional connectivity of the fusiform gyrus during a face matching task in subjects with mild cognitive impairment. Brain. 2006;129:1113–1124
- Investigating the neural basis for functional and effective connectivity: application to fMRI. Philos Trans R Soc Lond B Biol Sci. 2005;360:1093–1108
- . Linking 600-Hz spikelike EEG/MEG wavelets (sigmabursts) to cellular substrates: concepts and caveats. J Clin Neurophysiol. 2000;17:377–396
- Coherence of gamma-band EEG activity as a basis for associative learning. Nature. 1999;397:391–393
- Simultaneous intracranial and extracranial recording of interictal epileptiform activity in patients with therapy resistant partial epilepsy patterns of propagation and results from dipole reconstructions. Electroencephalogr Clin Neurophysiol. 1996;99:69–78
- . Challenges for detection of neuronal currents by MRI. Magnetic Res Imaging. 2006;24:483–493
- Alterations in memory networks in mild cognitive impairment and Alzheimer's disease: an independent component analysis. J Neurosci. 2006;26:10222–10231
- Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci U S A. 2004;101:4637–4642
- Altered resting state networks in mild cognitive impairment and mild Alzheimer's disease: an fMRI study. Hum Brain Mapping. 2005;26:231–239
- Automated detection of breast mass speculation levels and evaluation of scheme performance. Acad Radiol. 2008;15:1534–1544
- Multi-modality CADx: ROC study of the effect on radiologist's accuracy in characterizing breast masses on mammograms and third ultrasound images. Acad Radiol. 2009;16:810–818
- Evaluating PACS success: a multidimensional model. Proc IEEE Conf. 2005;1–9
- . PACS: the silent revolution. Eur Radiol. 1999;9:1152–1160
- Building an enterprise-wide PACS for all diagnostic images. Int Congress Series. 2004;1268:279–284
- . Can PACS benefit from general consumer communication tools. Int Congress Series. 2005;1281:948–953
- . Is PACS research and development still necessary?. Int Congress Series. 2005;1281:11–14
PII: S1076-6332(10)00043-7
doi: 10.1016/j.acra.2009.12.017
© 2010 AUR. Published by Elsevier Inc. All rights reserved.
« Previous
Next »
Academic Radiology
Volume 17, Issue 5
, Pages 658-671
, May 2010
