메뉴 건너뛰기




Volumn 38, Issue 4, 2011, Pages 1962-1971

Computer-aided detection of lung nodules via 3D fast radial transform, scale space representation, and Zernike MIP classification

Author keywords

computer aided detection; fast radial; lung nodule; maximum intensity projection; scale space; support vector machine; Zernike moments

Indexed keywords

BIOLOGICAL ORGANS; COMPUTERIZED TOMOGRAPHY; DATABASE SYSTEMS; HEURISTIC METHODS; IMAGE SEGMENTATION; MATHEMATICAL MORPHOLOGY; SUPPORT VECTOR MACHINES; VECTOR SPACES;

EID: 79953648703     PISSN: 00942405     EISSN: None     Source Type: Journal    
DOI: 10.1118/1.3560427     Document Type: Article
Times cited : (58)

References (59)
  • 3
    • 36448944262 scopus 로고    scopus 로고
    • Computed tomography screening for lung cancer: Review of screening principles and update on current status
    • W. C. Black, "Computed tomography screening for lung cancer: Review of screening principles and update on current status," Cancer 110(11), 2370-2384 (2007).
    • (2007) Cancer , vol.110 , Issue.11 , pp. 2370-2384
    • Black, W.C.1
  • 6
    • 33846564385 scopus 로고    scopus 로고
    • Risk-based selection from the general population in a screening trial: Selection criteria, recruitment and power for the Dutch-Belgian randomised lung cancer multi-slice CT screening trial (NELSON)
    • C. A. van Iersel, H. J. de Koning, G. Draisma, W. P. T. M. Mali, E. Th. Scholten, K. Nackaerts, M. Prokop, J. Dik. F. Habbema, M. Oudkerk, and R. J. van Klaveren, "Risk-based selection from the general population in a screening trial: Selection criteria, recruitment and power for the Dutch-Belgian randomised lung cancer multi-slice CT screening trial (NELSON)," Int. J. Cancer 120(4), 868-874 (2007).
    • (2007) Int. J. Cancer , vol.120 , Issue.4 , pp. 868-874
    • Van Iersel, C.A.1    De Koning, H.J.2    Draisma, G.3    Mali, W.P.T.M.4    Scholten, E.Th.5    Nackaerts, K.6    Prokop, M.7    Dik, J.8    Habbema, F.9    Oudkerk, M.10    Van Klaveren, R.J.11
  • 7
    • 77954845656 scopus 로고    scopus 로고
    • Baseline and second round results from the population based Dutch-Belgian randomized lung cancer screening trial (NELSON)
    • R. V. van Klaveren, M. Oudkerk, W. Mali, E. Scholten, K. Nackaerts, E. Thunnissen, and H. J. de Koning, "Baseline and second round results from the population based Dutch-Belgian randomized lung cancer screening trial (NELSON)," J. Clin. Oncol. 26, 1508 (2008).
    • (2008) J. Clin. Oncol. , vol.26 , pp. 1508
    • Van Klaveren, R.V.1    Oudkerk, M.2    Mali, W.3    Scholten, E.4    Nackaerts, K.5    Thunnissen, E.6    De Koning, H.J.7
  • 8
    • 37349024293 scopus 로고    scopus 로고
    • Lung cancer: Interobserver agreement on interpretation of pulmonary findings at low-dose CT screening
    • D. S. Gierada et al., "Lung cancer: Interobserver agreement on interpretation of pulmonary findings at low-dose CT screening," Radiology 246(1), 265-272 (2008).
    • (2008) Radiology , vol.246 , Issue.1 , pp. 265-272
    • Gierada, D.S.1
  • 9
    • 0036028244 scopus 로고    scopus 로고
    • Inter-observer variations on interpretation of multi-slice CT lung cancer screening studies, and the implications for computer-aided diagnosis
    • C. L. Novak et al., "Inter-observer variations on interpretation of multi-slice CT lung cancer screening studies, and the implications for computer-aided diagnosis," Proc. SPIE 4684, 68-79 (2002).
    • (2002) Proc. SPIE , vol.4684 , pp. 68-79
    • Novak, C.L.1
  • 10
    • 4143056820 scopus 로고    scopus 로고
    • Lung image database consortium: Developing a resource for the medical imaging research community
    • S. G. Armato III et al., "Lung image database consortium: Developing a resource for the medical imaging research community," Radiology 232, 739-748 (2004).
    • (2004) Radiology , vol.232 , pp. 739-748
    • Armato III, S.G.1
  • 11
    • 12144261858 scopus 로고    scopus 로고
    • Detection of pulmonary nodules at multirow-detector CT: Effectiveness of double reading to improve sensitivity at standard-dose and low-dose chest CT
    • D. Wormanns, K. Ludwig, F. Beyer, W. Heindel, and S. Diederich, "Detection of pulmonary nodules at multirow-detector CT: Effectiveness of double reading to improve sensitivity at standard-dose and low-dose chest CT," Eur. Radiol. 15(1), 14-22 (2005).
    • (2005) Eur. Radiol. , vol.15 , Issue.1 , pp. 14-22
    • Wormanns, D.1    Ludwig, K.2    Beyer, F.3    Heindel, W.4    Diederich, S.5
  • 12
    • 32944461750 scopus 로고    scopus 로고
    • Pulmonary nodule detection with low-dose CT of the lung: Agreement among radiologists
    • J. K. Leader et al., "Pulmonary nodule detection with low-dose CT of the lung: Agreement among radiologists," AJR, Am. J. Roentgenol. 185, 973-978 (2005).
    • (2005) AJR, Am. J. Roentgenol. , vol.185 , pp. 973-978
    • Leader, J.K.1
  • 13
    • 27144509110 scopus 로고    scopus 로고
    • Computer-aided detection of peripheral lung cancers missed at CT: ROC analyses without and with localization
    • F. Li, H. Arimura, K. Suzuki, J. Shiraishi, Q. Li, H. Abe, R. Engelmann, S. Done, H. MacMahon, and K. Doi, "Computer-aided detection of peripheral lung cancers missed at CT: ROC analyses without and with localization," Radiology 237, 684-690 (2005).
    • (2005) Radiology , vol.237 , pp. 684-690
    • Li, F.1    Arimura, H.2    Suzuki, K.3    Shiraishi, J.4    Li, Q.5    Abe, H.6    Engelmann, R.7    Done, S.8    MacMahon, H.9    Doi, K.10
  • 15
    • 21244498587 scopus 로고    scopus 로고
    • Lung nodule detection on chest CT: Evaluation of a computer aided detection (CAD) system
    • J. Lee, G. Gamsu, J. Czum, N. Wu, R. Johnson, and S. Chakrapani, "Lung nodule detection on chest CT: Evaluation of a computer aided detection (CAD) system," Korean J. Radiol. 6, 89-93 (2005).
    • (2005) Korean J. Radiol. , vol.6 , pp. 89-93
    • Lee, J.1    Gamsu, G.2    Czum, J.3    Wu, N.4    Johnson, R.5    Chakrapani, S.6
  • 17
    • 70350462590 scopus 로고    scopus 로고
    • Effect of CAD on radiologists' detection of lung nodules on thoracic CT scans: Analysis of an observer performance study by nodule size
    • B. Sahiner et al., "Effect of CAD on radiologists' detection of lung nodules on thoracic CT scans: Analysis of an observer performance study by nodule size," Acad. Radiol. 16(12), 1518-1530 (2009).
    • (2009) Acad. Radiol. , vol.16 , Issue.12 , pp. 1518-1530
    • Sahiner, B.1
  • 19
    • 0042974006 scopus 로고    scopus 로고
    • Fast radial symmetry for detecting points of interest
    • G. L. Loy and A. Zelinsky, "Fast radial symmetry for detecting points of interest," IEEE Trans. Pattern Anal. Mach. Intell. 25(8), 959-973 (2003).
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.8 , pp. 959-973
    • Loy, G.L.1    Zelinsky, A.2
  • 25
    • 0035354205 scopus 로고    scopus 로고
    • Automatic lung segmentation for accurate quantitation of volumetric x-ray CT images
    • S. Hu, E. A. Hoffman, and J. M. Reinhardt, "Automatic lung segmentation for accurate quantitation of volumetric x-ray CT images," IEEE Trans. Med. Imaging 20, 490-498 (2001).
    • (2001) IEEE Trans. Med. Imaging , vol.20 , pp. 490-498
    • Hu, S.1    Hoffman, E.A.2    Reinhardt, J.M.3
  • 27
    • 0018004847 scopus 로고
    • Picture thresholding using an iterative selection method
    • T. W. Ridler and S. Calvard, "Picture thresholding using an iterative selection method," IEEE Trans. Syst. Man Cybern. SMC-8, 630-632 (1978).
    • (1978) IEEE Trans. Syst. Man Cybern. , vol.SMC-8 , pp. 630-632
    • Ridler, T.W.1    Calvard, S.2
  • 28
    • 0025802377 scopus 로고
    • Morphological transformations of binary images with arbitrary structuring elements
    • L. Vincent, "Morphological transformations of binary images with arbitrary structuring elements," Signal Process. 22(1), 3-23 (1991).
    • (1991) Signal Process. , vol.22 , Issue.1 , pp. 3-23
    • Vincent, L.1
  • 29
    • 0029275131 scopus 로고
    • Context free attentional operators: The generalized symmetry transform
    • special issue on qualitative vision
    • D. Reisfeld, H. Wolfson, and Y. Yeshurun, "Context free attentional operators: The generalized symmetry transform," Int. J. Comput. Vis. 14, 119-130 (1995), special issue on qualitative vision.
    • (1995) Int. J. Comput. Vis. , vol.14 , pp. 119-130
    • Reisfeld, D.1    Wolfson, H.2    Yeshurun, Y.3
  • 33
    • 0021136434 scopus 로고
    • The structure of images
    • J. J. Koenderink, "The structure of images," Biol. Cybern. 50(5), 363-370 (1984).
    • (1984) Biol. Cybern. , vol.50 , Issue.5 , pp. 363-370
    • Koenderink, J.J.1
  • 35
    • 0031909570 scopus 로고    scopus 로고
    • Maximum intensity projection images in the detection of simulated pulmonary nodules by spiral CT
    • F. V. Coakley, M. D. Cohen, M. S. Johnson, R. Gonin, and M. P. Hanna, "Maximum intensity projection images in the detection of simulated pulmonary nodules by spiral CT," Br. J. Radiol. 71(842), 135-140 (1998).
    • (1998) Br. J. Radiol. , vol.71 , Issue.842 , pp. 135-140
    • Coakley, F.V.1    Cohen, M.D.2    Johnson, M.S.3    Gonin, R.4    Hanna, M.P.5
  • 36
    • 0036280811 scopus 로고    scopus 로고
    • Incremental benefit of maximum-intensity-projection images on observer detection of small pulmonary nodules revealed by multidetector CT
    • J. F. Gruden, S. Ouanounou, S. Tigges, S. D. Norris, and T. S. Klausner, "Incremental benefit of maximum-intensity-projection images on observer detection of small pulmonary nodules revealed by multidetector CT," AJR, Am. J. Roentgenol. 179(1), 149-157 (2002).
    • (2002) AJR, Am. J. Roentgenol. , vol.179 , Issue.1 , pp. 149-157
    • Gruden, J.F.1    Ouanounou, S.2    Tigges, S.3    Norris, S.D.4    Klausner, T.S.5
  • 37
    • 2942718686 scopus 로고    scopus 로고
    • Shape retrieval using 3D Zernike descriptors
    • M. Novotni and R. Klein, "Shape retrieval using 3D Zernike descriptors," Comput.-Aided Des. 36(11), 1047-1062 (2004).
    • (2004) Comput.-Aided Des. , vol.36 , Issue.11 , pp. 1047-1062
    • Novotni, M.1    Klein, R.2
  • 38
    • 35148871318 scopus 로고    scopus 로고
    • Performance analysis for computer-aided lung nodule detection on LIDC data
    • R. Opfer and R. Wiemker, "Performance analysis for computer-aided lung nodule detection on LIDC data," Proc. SPIE 6515, 65151C-9 (2007).
    • (2007) Proc. SPIE , vol.6515
    • Opfer, R.1    Wiemker, R.2
  • 39
    • 84898779912 scopus 로고    scopus 로고
    • Quoit filter: A new filter based on mathematical morphology to extract the isolated shadow, and its application to automatic detection of lung cancer in x-ray CT
    • unpublished
    • S. Yamamoto, M. Matsumoto, Y. Tateno, T. Iinuma, and T. Matsumoto, "Quoit filter: A new filter based on mathematical morphology to extract the isolated shadow, and its application to automatic detection of lung cancer in x-ray CT," Proceedings of the 13th International Conference on Pattern Recognition, Vol. 2, pp. 3-7, 1996 (unpublished).
    • (1996) Proceedings of the 13th International Conference on Pattern Recognition , vol.2 , pp. 3-7
    • Yamamoto, S.1    Matsumoto, M.2    Tateno, Y.3    Iinuma, T.4    Matsumoto, T.5
  • 40
    • 0035384869 scopus 로고    scopus 로고
    • Automated detection of pulmonary nodules in helical CT images based on an improved template-matching technique
    • Y. Lee, T. Hara, H. Fujita, S. Itoh, and T. Ishigaki, "Automated detection of pulmonary nodules in helical CT images based on an improved template-matching technique," IEEE Trans. Med. Imaging 20, 595-604 (2001).
    • (2001) IEEE Trans. Med. Imaging , vol.20 , pp. 595-604
    • Lee, Y.1    Hara, T.2    Fujita, H.3    Itoh, S.4    Ishigaki, T.5
  • 41
    • 0036851688 scopus 로고    scopus 로고
    • Lung nodule detection on thoracic computed tomography images: Preliminary evaluation of a computer-aided diagnosis system
    • M. N. Gurcan, B. Sahiner, N. Petrick, H.-P. Chan, E. A. Kazerooni, P. N. Cascade, and L. Hadjiiski, "Lung nodule detection on thoracic computed tomography images: Preliminary evaluation of a computer-aided diagnosis system," Med. Phys. 29, 2552-2558 (2002).
    • (2002) Med. Phys. , vol.29 , pp. 2552-2558
    • Gurcan, M.N.1    Sahiner, B.2    Petrick, N.3    Chan, H.-P.4    Kazerooni, E.A.5    Cascade, P.N.6    Hadjiiski, L.7
  • 42
    • 0036032283 scopus 로고    scopus 로고
    • Computer aided lung nodule detection on high resolution CT data
    • R. Wiemker, P. Rogalla, A. Zwartkruis, and T. Blaffer, "Computer aided lung nodule detection on high resolution CT data," Proc. SPIE 4684, 677-688 (2002).
    • (2002) Proc. SPIE , vol.4684 , pp. 677-688
    • Wiemker, R.1    Rogalla, P.2    Zwartkruis, A.3    Blaffer, T.4
  • 43
    • 0038287738 scopus 로고    scopus 로고
    • Pulmonary nodule detection using chest CT images
    • D. Kim, J. Kim, S. Noh, and J. Park "Pulmonary nodule detection using chest CT images," Acta Radiol. 44, 252-257 (2003).
    • (2003) Acta Radiol. , vol.44 , pp. 252-257
    • Kim, D.1    Kim, J.2    Noh, S.3    Park, J.4
  • 44
    • 0038710369 scopus 로고    scopus 로고
    • Massive training artificial neural network (MTANN) for reduction of false positives in computerized detection of lung nodules in low-dose computed tomography
    • K. Suzuki, S. G. Armato III, F. Li, S. Sone, and K. Doi, "Massive training artificial neural network (MTANN) for reduction of false positives in computerized detection of lung nodules in low-dose computed tomography," Med. Phys. 30, 1602-1617 (2003).
    • (2003) Med. Phys. , vol.30 , pp. 1602-1617
    • Suzuki, K.1    Armato III, S.G.2    Li, F.3    Sone, S.4    Doi, K.5
  • 45
    • 20744460878 scopus 로고    scopus 로고
    • Pulmonary nodules: Automated detection on CT images with morphologic matching algorithm - Preliminary results
    • K. T. Bae, J. Kim, Y. Na, K. G. Kim, and J. Kim, "Pulmonary nodules: Automated detection on CT images with morphologic matching algorithm - Preliminary results," Radiology 236, 286-293 (2005).
    • (2005) Radiology , vol.236 , pp. 286-293
    • Bae, K.T.1    Kim, J.2    Na, Y.3    Kim, K.G.4    Kim, J.5
  • 47
    • 23944435413 scopus 로고    scopus 로고
    • Computer-aided detection of lung nodules: False positive reduction using a 3D gradient field method and 3D ellipsoid fitting
    • Z. Ge, B. Sahiner, H. Chan, L. M. Hadjiiski, P. N. Cascade, N. Bogot, E. A. Kazerooni, J. Wei, and C. Zhou, "Computer-aided detection of lung nodules: False positive reduction using a 3D gradient field method and 3D ellipsoid fitting," Med. Phys. 32, 2443-2454 (2005).
    • (2005) Med. Phys. , vol.32 , pp. 2443-2454
    • Ge, Z.1    Sahiner, B.2    Chan, H.3    Hadjiiski, L.M.4    Cascade, P.N.5    Bogot, N.6    Kazerooni, E.A.7    Wei, J.8    Zhou, C.9
  • 48
    • 33645519992 scopus 로고    scopus 로고
    • Automated detection of lung nodules in CT scans: False positives reduction with the radial-gradient index
    • A. S. Roy, S. G. Armato III, A. Wilson, and K. Drukker, "Automated detection of lung nodules in CT scans: False positives reduction with the radial-gradient index," Med. Phys. 33, 1133-1140 (2006).
    • (2006) Med. Phys. , vol.33 , pp. 1133-1140
    • Roy, A.S.1    Armato III, S.G.2    Wilson, A.3    Drukker, K.4
  • 49
    • 33745166975 scopus 로고    scopus 로고
    • Computerized lung nodule detection on screening CT scans: Performance on juxtapleural and internal nodules
    • San Diego, CA, 2006, edited by J. M. Reinhardt and J. P. Pluim SPIE, Bellingham, WA
    • B. Sahiner, L. M. Hadjiiski, H. Chan, C. Zhou, and J. Wei, "Computerized lung nodule detection on screening CT scans: Performance on juxtapleural and internal nodules," in Medical Imaging: Image Processing, San Diego, CA, 2006, edited by J. M. Reinhardt and J. P. Pluim (SPIE, Bellingham, WA, 2006), Vol. 6144, pp. 61445S-6.
    • (2006) Medical Imaging: Image Processing , vol.6144
    • Sahiner, B.1    Hadjiiski, L.M.2    Chan, H.3    Zhou, C.4    Wei, J.5
  • 50
    • 35248860296 scopus 로고    scopus 로고
    • The effect of nodule segmentation on the accuracy of computerized lung nodule detection on CT scans: Comparison on a data set annotated by multiple radiologists
    • B. Sahiner et al., "The effect of nodule segmentation on the accuracy of computerized lung nodule detection on CT scans: Comparison on a data set annotated by multiple radiologists," Proc. SPIE 6514, 65140L-7 (2007).
    • (2007) Proc. SPIE , vol.6514
    • Sahiner, B.1
  • 51
    • 36649028681 scopus 로고    scopus 로고
    • A CAD system for nodule detection in low-dose lung CTs based on region growing and a new active contour model
    • R. Bellotti et al., "A CAD system for nodule detection in low-dose lung CTs based on region growing and a new active contour model," Med. Phys. 34, 4901-4910 (2007).
    • (2007) Med. Phys. , vol.34 , pp. 4901-4910
    • Bellotti, R.1
  • 52
    • 77954661276 scopus 로고    scopus 로고
    • Multi-scale analysis of lung computed tomography images
    • I. Gori et al., "Multi-scale analysis of lung computed tomography images," J. Sci. Instrum. 2, P09007-1-P09007-16 (2007).
    • (2007) J. Sci. Instrum. , vol.2
    • Gori, I.1
  • 53
    • 35248848016 scopus 로고    scopus 로고
    • Automated detection of pulmonary nodules from low-dose computed tomography scans using a two-stage classification system based on local image features
    • K. Murphy, A. Schilham, H. Gietema, M. Prokop, and B. van Ginneken, "Automated detection of pulmonary nodules from low-dose computed tomography scans using a two-stage classification system based on local image features," Proc. SPIE 6514, 651410, 2007.
    • (2007) Proc. SPIE , vol.6514 , pp. 651410
    • Murphy, K.1    Schilham, A.2    Gietema, H.3    Prokop, M.4    Van Ginneken, B.5
  • 54
    • 38149093135 scopus 로고    scopus 로고
    • Computerized detection of lung nodules in thin-section CT images by use of selective enhancement filters and an automated rule-based classifier
    • Q. Li, F. Li, and K. Doi, "Computerized detection of lung nodules in thin-section CT images by use of selective enhancement filters and an automated rule-based classifier," Acad. Radiol. 15(2), 165-175 (2008).
    • (2008) Acad. Radiol. , vol.15 , Issue.2 , pp. 165-175
    • Li, Q.1    Li, F.2    Doi, K.3
  • 55
    • 68149163602 scopus 로고    scopus 로고
    • A novel multithreshold method for nodule detection in lung CT
    • B. Golosio et al., "A novel multithreshold method for nodule detection in lung CT," Med. Phys. 36, 3607-3618 (2009).
    • (2009) Med. Phys. , vol.36 , pp. 3607-3618
    • Golosio, B.1
  • 56
    • 68849115532 scopus 로고    scopus 로고
    • Application of the iris filter for automatic detection of pulmonary nodules on computed tomography images
    • J. J. Suárez-Cuenca et al., "Application of the iris filter for automatic detection of pulmonary nodules on computed tomography images," Comput. Biol. Med. 39(10), 921-933 (2009).
    • (2009) Comput. Biol. Med. , vol.39 , Issue.10 , pp. 921-933
    • Suárez-Cuenca, J.J.1
  • 57
    • 77951647196 scopus 로고    scopus 로고
    • A new computationally efficient CAD system for pulmonary nodule detection in CT imagery
    • T. Messay, R. C. Hardie, and S. K. Rogers, "A new computationally efficient CAD system for pulmonary nodule detection in CT imagery," Med. Image Anal. 14(3), 390-406 (2010).
    • (2010) Med. Image Anal. , vol.14 , Issue.3 , pp. 390-406
    • Messay, T.1    Hardie, R.C.2    Rogers, S.K.3
  • 59
    • 84946650481 scopus 로고
    • Probable inference, the law of succession, and statistical inference
    • E. B. Wilson, "Probable inference, the law of succession, and statistical inference," J. Am. Stat. Assoc. 22, 209-212 (1927).
    • (1927) J. Am. Stat. Assoc. , vol.22 , pp. 209-212
    • Wilson, E.B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.