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M. Sonka, J. Tschirren, S. Ukil, X. Zhang, Y. Xu, J. M. Reinhardt, E. van Beek, G. McLennan, and E. A. Hoffman. Pulmonary CT image analysis and computer aided detection. In Biomedical Imaging: From Nano to Macro, ISBI 2007. 4th IEEE International Symposium on Biomedical Imaging, pp. 500-503, 2007.
Abstract:
This short article summarizes the use of current CT image data for a comprehensive assessment of pulmonary structure and function. It identifies the need for the development of highly automated methods and techniques allowing quantitative analysis of lungs, lung lobes, airway trees, and pulmonary parenchyma. Such analyses serve as the stepping stones for more sophisticated computer-aided detection approaches capable of parenchymal tissue characterization and identification of pulmonary nodules, some of which are discussed.
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Keywords:
cad
lung
Other publications by:
M. Sonka,
J. Tschirren,
S. Ukil,
X. Zhang,
Y. Xu,
J. M. Reinhardt,
E. van Beek,
G. McLennan,
E. A. Hoffman
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- J. M. Reinhardt and E. A. Hoffman. Quantitative Pulmonary Imaging: Spatial and Temporal Considerations in HRCT. Acad. Radiol., vol. 5, no. 8, pp. 539-546, 1998.
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- S. Hu, E. A. Hoffman, and J. M. Reinhardt. Automatic lung segmentation for accurate quantitation of volumetric X-ray CT images. IEEE Trans. Medical Imaging, vol. 20, no. 6, pp. 490-498, 2001.
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- L. Arbach, G. Fallouh, J. M. Reinhardt, and L. Bennett. Distinguishing between malignant and nonmalignant breast masses from mammograms using artificial intelligence techniques. Bassel Al-Assad J. for Engineering Science, vol. 16, pp. 103-121, 2002.
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- B. Li, G. E. Christensen, G. McLennan, E. A. Hoffman, and J. M. Reinhardt. Establishing a normative atlas of the human lung: Inter-subject warping and registration of volumetric CT. Acad. Radiol., vol. 10, no. 3, pp. 255-265, 2003.
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- E. A. Hoffman, J. M. Reinhardt, M. Sonka, B. A. Simon, J. Guo, O. Saba, D. Chon, S. Samrah, H. Shikata, J. Tschirren, K. Palagyi, K. C. Beck, and G. McLennan. Characterization of the Interstitial Lung Diseases via Density-Based and Texture-Based Analysis of Computed Tomography Images of Lung Structure and Function. Acad. Radiol., vol. 10, no. 10, pp. 1104-1118, 2003.
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Related conference papers:
- E. A. Hoffman, J. M. Reinhardt, J. K. Tajik, and B. Q. Tran. Physiologic assessment of the lung via X-ray CT. In E. A. Hoffman, ed., Proc. SPIE Conf. Medical Imaging, vol. 3033, Newport Beach, CA, 1997.
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- L. Zhang and J. M. Reinhardt. 3D pulmonary CT image registration with a standard lung atlas. In C.-T. Chen and A. V. Clough, eds., Proc. SPIE Conf. Medical Imaging, vol. 3978, pp. 67-77, San Diego, CA, 2000.
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- B. Li and J. M. Reinhardt. Automatic generation of 3-D shape models and their application to tomographic image segmentation. In M. Sonka and K. M. Hansen, eds., Proc. SPIE Conf. Medical Imaging, vol. 4322, pp. 311-322, San Diego, CA, 2001.
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- F. Li, C.-W. Chen, E. A. Hoffman, and J. M. Reinhardt. Evaluation and application of 3D lung warping and registration model using HRCT images. In C.-T. Chen and A. V. Clough, eds., Proc. SPIE Conf. Medical Imaging, vol. 4321, pp. 234-243, San Diego, CA, 2001.
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- B. Li, G. E. Christensen, J. Dill, E. A. Hoffman, and J. M. Reinhardt. 3-D inter-subject warping and registration of pulmonary CT images for a human lung model. In A. V. Clough and C.-T. Chen, eds., Proc. SPIE Conf. Medical Imaging, vol. 4683, pp. 324-335, San Diego, CA, 2002.
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- K. Ding. Registration-based regional lung mechanical analysis. MS thesis, The University of Iowa, Iowa City, IA, 2008.
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- B. Li. The construction of a normative human lung atlas by inter-subject registration and warping of CT images. PhD thesis, The University of Iowa, Iowa City, IA, 2004.
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- L. Arbach. Development of a computer-aided diagnostic system for breast MRI lesion classification. PhD thesis, The University of Iowa, Iowa City, IA, 2005.
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- Y. Pan. Estimation of regional lung expansion via 3D image registration. MS thesis, The University of Iowa, Iowa City, IA, 2005.
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