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Volumn 43, Issue 4, 2016, Pages 1882-1886

Urinary bladder segmentation in CT urography using deep-learning convolutional neural network and level sets

Author keywords

Bladder; Computer aided detection; CT urography; Deep learning; Level set; Segmentation

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTER AIDED ANALYSIS; COMPUTER AIDED DIAGNOSIS; COMPUTER AIDED INSTRUCTION; CONVOLUTION; DECISION TREES; DEEP LEARNING; IMAGE SEGMENTATION; NEURAL NETWORKS; NUMERICAL METHODS;

EID: 84973293116     PISSN: 00942405     EISSN: 24734209     Source Type: Journal    
DOI: 10.1118/1.4944498     Document Type: Article
Times cited : (225)

References (36)
  • 4
    • 32944471957 scopus 로고    scopus 로고
    • Incidental extraurinary findings at MDCT urography in patients with hematuria: Prevalence and impact on imaging costs
    • W. C. Liu, K. J. Mortele, and S. G. Silverman, "Incidental extraurinary findings at MDCT urography in patients with hematuria: Prevalence and impact on imaging costs," Am. J. Roentgenol. 185, 1051-1056 (2005).
    • (2005) Am. J. Roentgenol , vol.185 , pp. 1051-1056
    • Liu, W.C.1    Mortele, K.J.2    Silverman, S.G.3
  • 5
    • 0141774383 scopus 로고    scopus 로고
    • Multidetector CT urography (MD-CTU) for urothelial imaging
    • C. L. McCarthy and N. C. Cowan, "Multidetector CT urography (MD-CTU) for urothelial imaging," Radiology 225, 237 (2002).
    • (2002) Radiology , vol.225 , pp. 237
    • McCarthy, C.L.1    Cowan, N.C.2
  • 7
    • 36248953328 scopus 로고    scopus 로고
    • Hematuria: Portal venous phase multi detector row CT of the bladder-A prospective study
    • S. B. Park, J. K. Kim, H. J. Lee, H. J. Choi, and K.-S. Cho, "Hematuria: Portal venous phase multi detector row CT of the bladder-a prospective study," Radiology 245, 798-805 (2007).
    • (2007) Radiology , vol.245 , pp. 798-805
    • Park, S.B.1    Kim, J.K.2    Lee, H.J.3    Choi, H.J.4    Cho, K.-S.5
  • 8
    • 39149098795 scopus 로고    scopus 로고
    • Multidetector computerized tomography urography as the primary imaging modality for detecting urinary tract neoplasms in patients with asymptomatic hematuria
    • G. S. Sudakoff, D. P. Dunn, M. L. Guralnick, R. S. Hellman, D. Eastwood, and W. A. See, "Multidetector computerized tomography urography as the primary imaging modality for detecting urinary tract neoplasms in patients with asymptomatic hematuria," J. Urol. 179, 862-867 (2008).
    • (2008) J. Urol , vol.179 , pp. 862-867
    • Sudakoff, G.S.1    Dunn, D.P.2    Guralnick, M.L.3    Hellman, R.S.4    Eastwood, D.5    See, W.A.6
  • 10
    • 3042690342 scopus 로고    scopus 로고
    • A new partial volume segmentation approach to extract bladder wall for computer aided detection in virtual cystoscopy
    • L. Li, Z.Wang, X. Li, X.Wei, H. L. Adler,W. Huang, S. Rizvi, H. Meng, D. P. Harrington, and Z. Liang, "A new partial volume segmentation approach to extract bladder wall for computer aided detection in virtual cystoscopy," Proc. SPIE 5369, 199-206 (2004).
    • (2004) Proc. SPIE , vol.5369 , pp. 199-206
    • Li, L.1    Wang, Z.2    Li, X.3    Wei, X.4    Adler, W.5    Huang, H.L.6    Rizvi, S.7    Meng, H.8    Harrington, D.P.9    Liang, Z.10
  • 11
    • 77749273719 scopus 로고    scopus 로고
    • A coupled level set framework for bladder wall segmentation with application to MR cystography
    • C. Duan, Z. Liang, S. Bao, H. Zhu, S. Wang, G. Zhang, J. J. Chen, and H. Lu, "A coupled level set framework for bladder wall segmentation with application to MR cystography," IEEE Trans. Med. Imaging 29, 903-915 (2010).
    • (2010) IEEE Trans. Med. Imaging , vol.29 , pp. 903-915
    • Duan, C.1    Liang, Z.2    Bao, S.3    Zhu, H.4    Wang, S.5    Zhang, G.6    Chen, J.J.7    Lu, H.8
  • 12
    • 84863523217 scopus 로고    scopus 로고
    • An adaptive window-setting scheme for segmentation of bladder tumor surface via MR cystography
    • C. J. Duan, K. H. Yuan, F. H. Liu, P. Xiao, G. Q. Lv, and Z. R. Liang, "An adaptive window-setting scheme for segmentation of bladder tumor surface via MR cystography," IEEE Trans. Inf. Technol. Biomed. 16, 720-729 (2012).
    • (2012) IEEE Trans. Inf. Technol. Biomed , vol.16 , pp. 720-729
    • Duan, C.J.1    Yuan, K.H.2    Liu, F.H.3    Xiao, P.4    Lv, G.Q.5    Liang, Z.R.6
  • 13
    • 84883284975 scopus 로고    scopus 로고
    • A unified em approach to bladder wall segmentation with coupled level-set constraints
    • H. Han, L. Li, C. Duan, H. Zhang, Y. Zhao, and Z. Liang, "A unified EM approach to bladder wall segmentation with coupled level-set constraints," Med. Image Anal. 17, 1192-1205 (2013).
    • (2013) Med. Image Anal , vol.17 , pp. 1192-1205
    • Han, H.1    Li, L.2    Duan, C.3    Zhang, H.4    Zhao, Y.5    Liang, Z.6
  • 14
    • 84862005633 scopus 로고    scopus 로고
    • Automatic bladder segmentation on CBCT for multiple plan ART of bladder cancer using a patient-specific bladder model
    • X. F. Chai, M. van Herk, A. Betgen, M. Hulshof, and A. Bel, "Automatic bladder segmentation on CBCT for multiple plan ART of bladder cancer using a patient-specific bladder model," Phys. Med. Biol. 57, 3945-3962 (2012).
    • (2012) Phys. Med. Biol , vol.57 , pp. 3945-3962
    • Chai, X.F.1    Van Herk, M.2    Betgen, A.3    Hulshof, M.4    Bel, A.5
  • 16
    • 66749125950 scopus 로고    scopus 로고
    • Automated segmentation of urinary bladder and detection of bladder lesions in multi-detector row CT urography
    • 72603R72601-72603R72607
    • L. M. Hadjiiski, B. Sahiner, H. P. Chan, E. M. Caoili, R. H. Cohan, and C. Zhou, "Automated segmentation of urinary bladder and detection of bladder lesions in multi-detector row CT urography," Proc. SPIE 7260, 72603R-72601-72603R-72607 (2009).
    • (2009) Proc. SPIE 7260
    • Hadjiiski, L.M.1    Sahiner, B.2    Chan, H.P.3    Caoili, E.M.4    Cohan, R.H.5    Zhou, C.6
  • 18
    • 84900491949 scopus 로고    scopus 로고
    • CT urography: Segmentation of urinary bladder using CLASS with local contour refinement
    • K. Cha, L. M. Hadjiiski, H.-P. Chan, E. M. Caoili, R. H. Cohan, and C. Zhou, "CT urography: Segmentation of urinary bladder using CLASS with local contour refinement," Phys. Med. Biol. 59, 2767-2785 (2014).
    • (2014) Phys. Med. Biol , vol.59 , pp. 2767-2785
    • Cha, K.1    Hadjiiski, L.M.2    Chan, H.-P.3    Caoili, E.M.4    Cohan, R.H.5    Zhou, C.6
  • 19
    • 0028849805 scopus 로고
    • Computeraided detection of mammographic microcalcifications: Pattern recognition with an artificial neural network
    • H. P. Chan, S. C. B. Lo, B. Sahiner, K. L. Lam, and M. A. Helvie, "Computeraided detection of mammographic microcalcifications: Pattern recognition with an artificial neural network," Med. Phys. 22, 1555-1567 (1995).
    • (1995) Med. Phys , vol.22 , pp. 1555-1567
    • Chan, H.P.1    Lo, S.C.B.2    Sahiner, B.3    Lam, K.L.4    Helvie, M.A.5
  • 20
    • 84911362392 scopus 로고    scopus 로고
    • Digital breast tomosynthesis: Computer-aided detection of clustered microcalcifications on planar projection images
    • R. K. Samala, H. P. Chan, Y. Lu, L. M. Hadjiiski, J. Wei, and M. A. Helvie, "Digital breast tomosynthesis: Computer-aided detection of clustered microcalcifications on planar projection images," Phys. Med. Biol. 59, 7457-7477 (2014).
    • (2014) Phys. Med. Biol , vol.59 , pp. 7457-7477
    • Samala, R.K.1    Chan, H.P.2    Lu, Y.3    Hadjiiski, L.M.4    Wei, J.5    Helvie, M.A.6
  • 21
    • 0001495916 scopus 로고    scopus 로고
    • Selection of an optimal neural network architecture for computer-aided diagnosis-Comparison of automated optimization techniques
    • M. N. Gurcan, B. Sahiner, H. P. Chan, L. M. Hadjiiski, and N. Petrick, "Selection of an optimal neural network architecture for computer-aided diagnosis-Comparison of automated optimization techniques," Radiology 217, 436 (2000).
    • (2000) Radiology , vol.217 , pp. 436
    • Gurcan, M.N.1    Sahiner, B.2    Chan, H.P.3    Hadjiiski, L.M.4    Petrick, N.5
  • 22
    • 0034801275 scopus 로고    scopus 로고
    • Selection of an optimal neural network architecture for computer-aided detection of microcalcifications-Comparison of automated optimization techniques
    • M. N. Gurcan, B. Sahiner, H. P. Chan, L. M. Hadjiiski, and N. Petrick, "Selection of an optimal neural network architecture for computer-aided detection of microcalcifications-Comparison of automated optimization techniques," Med. Phys. 28, 1937-1948 (2001).
    • (2001) Med. Phys , vol.28 , pp. 1937-1948
    • Gurcan, M.N.1    Sahiner, B.2    Chan, H.P.3    Hadjiiski, L.M.4    Petrick, N.5
  • 23
    • 33746746440 scopus 로고    scopus 로고
    • Computer aided detection of clusters of microcalcifications on full field digital mammograms
    • J. Ge, B. Sahiner, L. M. Hadjiiski, H.-P. Chan, J.Wei, M. A. Helvie, and C. Zhou, "Computer aided detection of clusters of microcalcifications on full field digital mammograms," Med. Phys. 33, 2975-2988 (2006).
    • (2006) Med. Phys , vol.33 , pp. 2975-2988
    • Ge, J.1    Sahiner, B.2    Hadjiiski, L.M.3    Chan, H.-P.4    Wei, J.5    Helvie, M.A.6    Zhou, C.7
  • 24
    • 34247150397 scopus 로고    scopus 로고
    • Computer-aided detection system for clustered microcalcifications: Comparison of performance on full-field digital mammograms and digitized screen-film mammograms
    • J. Ge, L. M. Hadjiiski, B. Sahiner, J.Wei, M. A. Helvie, C. Zhou, and H.-P. Chan, "Computer-aided detection system for clustered microcalcifications: Comparison of performance on full-field digital mammograms and digitized screen-film mammograms," Phys. Med. Biol. 52, 981-1000 (2007).
    • (2007) Phys. Med. Biol , vol.52 , pp. 981-1000
    • Ge, J.1    Hadjiiski, L.M.2    Sahiner, B.3    Wei, J.4    Helvie, M.A.5    Zhou, C.6    Chan, H.-P.7
  • 25
    • 56749182670 scopus 로고    scopus 로고
    • Automated regional registration and characterization of corresponding microcalcification clusters on temporal pairs of mammograms for interval change analysis
    • P. Filev, L. Hadjiiski, H.-P. Chan, B. Sahiner, J. Ge, M. A. Helvie, M. Roubidoux, and C. A. Zhou, "Automated regional registration and characterization of corresponding microcalcification clusters on temporal pairs of mammograms for interval change analysis," Med. Phys. 35, 5340-5350 (2008).
    • (2008) Med. Phys , vol.35 , pp. 5340-5350
    • Filev, P.1    Hadjiiski, L.2    Chan, H.-P.3    Sahiner, B.4    Ge, J.5    Helvie, M.A.6    Roubidoux, M.7    Zhou, C.A.8
  • 26
    • 84946010373 scopus 로고    scopus 로고
    • Computer-aided detection system for clustered microcalcifications in digital breast tomosynthesis using joint information from volumetric and planar projection images
    • R. K. Samala, H. P. Chan, Y. Lu, L. M. Hadjiiski, J. Wei, and M. A. Helvie, "Computer-aided detection system for clustered microcalcifications in digital breast tomosynthesis using joint information from volumetric and planar projection images," Phys. Med. Biol. 60, 8457-8479 (2015).
    • (2015) Phys. Med. Biol , vol.60 , pp. 8457-8479
    • Samala, R.K.1    Chan, H.P.2    Lu, Y.3    Hadjiiski, L.M.4    Wei, J.5    Helvie, M.A.6
  • 31
    • 0035680116 scopus 로고    scopus 로고
    • Rapid object detection using a boosted cascade of simple features
    • edited by A. Jacobs and T. Baldwin (IEEE Computer Society, Los Alamitos, CA
    • P. Viola and M. Jones, "Rapid object detection using a boosted cascade of simple features," in Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition, edited by A. Jacobs and T. Baldwin (IEEE Computer Society, Los Alamitos, CA, 2001), Vol. 1, pp. 511-518.
    • (2001) Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition , vol.1 , pp. 511-518
    • Viola, P.1    Jones, M.2
  • 34
    • 35648999057 scopus 로고    scopus 로고
    • Automated volume analysis of head and neck lesions on CT scans using 3D level set segmentation
    • E. Street, L. Hadjiiski, B. Sahiner, S. Gujar, M. Ibrahim, S. K. Mukherji, and H. P. Chan, "Automated volume analysis of head and neck lesions on CT scans using 3D level set segmentation," Med. Phys. 34, 4399-4408 (2007).
    • (2007) Med. Phys , vol.34 , pp. 4399-4408
    • Street, E.1    Hadjiiski, L.2    Sahiner, B.3    Gujar, S.4    Ibrahim, M.5    Mukherji, S.K.6    Chan, H.P.7
  • 35
    • 84980090975 scopus 로고
    • The distribution of the flora in the alpine zone
    • P. Jaccard, "The distribution of the flora in the alpine zone," New Phytol. 11, 37-50 (1912).
    • (1912) New Phytol , vol.11 , pp. 37-50
    • Jaccard, P.1
  • 36
    • 33745644734 scopus 로고    scopus 로고
    • Computer-aided diagnosis of pulmonary nodules on CT scans: Segmentation and classification using 3D active contours
    • T. W. Way, L. M. Hadjiiski, B. Sahiner, H.-P. Chan, P. N. Cascade, E. A. Kazerooni, N. Bogot, and C. Zhou, "Computer-aided diagnosis of pulmonary nodules on CT scans: Segmentation and classification using 3D active contours," Med. Phys. 33, 2323-2337 (2006).
    • (2006) Med. Phys , vol.33 , pp. 2323-2337
    • Way, T.W.1    Hadjiiski, L.M.2    Sahiner, B.3    Chan, H.-P.4    Cascade, P.N.5    Kazerooni, E.A.6    Bogot, N.7    Zhou, C.8


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.