메뉴 건너뛰기




Volumn 40, Issue 12, 2013, Pages

Novel multimodality segmentation using level sets and Jensen-Rényi divergence

Author keywords

Clinical oncology; Level sets; Multimodal segmentation; Pet ct; Statistical divergence measures

Indexed keywords

BIOLOGICAL ORGANS; COMPUTERIZED TOMOGRAPHY; IMAGE ENHANCEMENT; ITERATIVE METHODS; NUMERICAL METHODS; PHANTOMS; POSITRON EMISSION TOMOGRAPHY; QUALITY CONTROL; RADIOTHERAPY;

EID: 84890083847     PISSN: 00942405     EISSN: None     Source Type: Journal    
DOI: 10.1118/1.4828836     Document Type: Article
Times cited : (22)

References (48)
  • 4
    • 0036471788 scopus 로고    scopus 로고
    • The impact of (18)FDG-PET on target and critical organs in CT-based treatment planning of patients with poorly defined non-small-cell lung carcinoma: A prospective study
    • 10.1016/S0360-3016(01)01824-7
    • K. Mah, C. B. Caldwell, Y. C. Ung, C. E. Danjoux, J. M. Balogh, S. N. Ganguli, L. E. Ehrlich, and R. Tirona, " The impact of (18)FDG-PET on target and critical organs in CT-based treatment planning of patients with poorly defined non-small-cell lung carcinoma: A prospective study.," Int. J. Radiat. Oncol., Biol., Phys. 52, 339-350 (2002). 10.1016/S0360-3016(01)01824- 7
    • (2002) Int. J. Radiat. Oncol., Biol., Phys. , vol.52 , pp. 339-350
    • Mah, K.1    Caldwell, C.B.2    Ung, Y.C.3    Danjoux, C.E.4    Balogh, J.M.5    Ganguli, S.N.6    Ehrlich, L.E.7    Tirona, R.8
  • 5
    • 0038352143 scopus 로고    scopus 로고
    • Interobserver and intraobserver variability in measurement of nonsmall-cell carcinoma lung lesions: Implications for assessment of tumor response
    • 10.1200/JCO.2003.01.144
    • J. J. Erasmus, G. W. Gladish, L. Broemeling, B. S. Sabloff, M. T. Truong, R. S. Herbst, and R. F. Munden, " Interobserver and intraobserver variability in measurement of nonsmall-cell carcinoma lung lesions: Implications for assessment of tumor response.," J. Clin. Oncol. 21, 2574-2582 (2003). 10.1200/JCO.2003.01.144
    • (2003) J. Clin. Oncol. , vol.21 , pp. 2574-2582
    • Erasmus, J.J.1    Gladish, G.W.2    Broemeling, L.3    Sabloff, B.S.4    Truong, M.T.5    Herbst, R.S.6    Munden, R.F.7
  • 6
    • 27144468304 scopus 로고    scopus 로고
    • Serial megavoltage {CT} imaging during external beam radiotherapy for non-small-cell lung cancer: Observations on tumor regression during treatment
    • 10.1016/j.ijrob2005.04.046
    • P. A. Kupelian, C. Ramsey, S. L. Meeks, T. R. Willoughby, A. Forbes, T. H. Wagner, and K. M. Langen, " Serial megavoltage {CT} imaging during external beam radiotherapy for non-small-cell lung cancer: Observations on tumor regression during treatment.," Int. J. Radiat. Oncol., Biol., Phys. 63, 1024-1028 (2005). 10.1016/j.ijrobp.2005.04.046
    • (2005) Int. J. Radiat. Oncol., Biol., Phys. , vol.63 , pp. 1024-1028
    • Kupelian, P.A.1    Ramsey, C.2    Meeks, S.L.3    Willoughby, T.R.4    Forbes, A.5    Wagner, T.H.6    Langen, K.M.7
  • 8
    • 34548814455 scopus 로고    scopus 로고
    • Computational challenges for image-guided radiation therapy: Framework and current research
    • 10.1016/j.semradonc.2007.07.004
    • L. Xing, J. Seibers, and P. Keall, " Computational challenges for image-guided radiation therapy: Framework and current research.," Semin. Radiat. Oncol. 17, 245-257 (2007). 10.1016/j.semradonc.2007.07.004
    • (2007) Semin. Radiat. Oncol. , vol.17 , pp. 245-257
    • Xing, L.1    Seibers, J.2    Keall, P.3
  • 10
    • 16344394621 scopus 로고    scopus 로고
    • Comparison of CT- and FDG-PET-defined gross tumor volume in intensity-modulated radiotherapy for head-and-neck cancer
    • 10.1016/j.ijrob2004.08.037
    • A. C. Paulino, M. Koshy, R. Howell, D. Schuster, and L. W. Davis, " Comparison of CT- and FDG-PET-defined gross tumor volume in intensity-modulated radiotherapy for head-and-neck cancer.," Int. J. Radiat. Oncol., Biol., Phys. 61, 1385-1392 (2005). 10.1016/j.ijrobp.2004.08.037
    • (2005) Int. J. Radiat. Oncol., Biol., Phys. , vol.61 , pp. 1385-1392
    • Paulino, A.C.1    Koshy, M.2    Howell, R.3    Schuster, D.4    Davis, L.W.5
  • 14
    • 16344364167 scopus 로고    scopus 로고
    • FDG-PET in radiotherapy treatment planning: Pandora's box
    • 10.1016/j.ijrob2003.10.045
    • A. C. Paulino and P. A. Johnstone, " FDG-PET in radiotherapy treatment planning: Pandora's box. ?" Int. J. Radiat. Oncol., Biol., Phys. 59, 4-5 (2004). 10.1016/j.ijrobp.2003.10.045
    • (2004) Int. J. Radiat. Oncol., Biol., Phys. , vol.59 , pp. 4-5
    • Paulino, A.C.1    Johnstone, P.A.2
  • 16
    • 34447256267 scopus 로고    scopus 로고
    • 18F-FDG PET definition of gross tumor volume for radiotherapy of non-small cell lung cancer: Is a single standardized uptake value threshold approach appropriate
    • K. J. Biehl, F. M. Kong, F. Dehdashti, J. Y. Jin, S. Mutic, I. El Naqa, B. A. Siegel, and J. D. Bradley, " 18F-FDG PET definition of gross tumor volume for radiotherapy of non-small cell lung cancer: Is a single standardized uptake value threshold approach appropriate. ?" J. Nucl. Med. 47, 1808-1812 (2006).
    • (2006) J. Nucl. Med. , vol.47 , pp. 1808-1812
    • Biehl, K.J.1    Kong, F.M.2    Dehdashti, F.3    Jin, J.Y.4    Mutic, S.5    El Naqa, I.6    Siegel, B.A.7    Bradley, J.D.8
  • 18
    • 35448940983 scopus 로고    scopus 로고
    • Comparison of five segmentation tools for 18F-fluoro-deoxy-glucose- positron emission tomography-based target volume definition in head and neck cancer
    • 10.1016/j.ijrob2007.07.2333
    • D. A. Schinagl, W. V. Vogel, A. L. Hoffmann, J. A. V. Dalen, W. J. Oyen, and J. H. Kaanders, " Comparison of five segmentation tools for 18F-fluoro-deoxy-glucose-positron emission tomography-based target volume definition in head and neck cancer.," Int. J. Radiat. Oncol., Biol., Phys. 69, 1282-1289 (2007). 10.1016/j.ijrobp.2007.07.2333
    • (2007) Int. J. Radiat. Oncol., Biol., Phys. , vol.69 , pp. 1282-1289
    • Schinagl, D.A.1    Vogel, W.V.2    Hoffmann, A.L.3    Dalen, J.A.V.4    Oyen, W.J.5    Kaanders, J.H.6
  • 20
    • 33846564887 scopus 로고    scopus 로고
    • Fully automated segmentation of oncological PET volumes using a combined multiscale and statistical model
    • 10.1118/1.2432404
    • D. W. G. Montgomery, A. Amira, and H. Zaidi, " Fully automated segmentation of oncological PET volumes using a combined multiscale and statistical model.," Med. Phys. 34, 722-724 (2007). 10.1118/1.2432404
    • (2007) Med. Phys. , vol.34 , pp. 722-724
    • Montgomery, D.W.G.1    Amira, A.2    Zaidi, H.3
  • 21
    • 0032843554 scopus 로고    scopus 로고
    • An adaptive fuzzy c-means algorithm for image segmentation in the presence of intensity inhomogeneities
    • 10.1016/S0167-8655(98)00121-4
    • D. L. Pham and J. L. Prince, " An adaptive fuzzy c-means algorithm for image segmentation in the presence of intensity inhomogeneities.," Pattern Recog. Lett. 20, 57-68 (1999). 10.1016/S0167-8655(98)00121-4
    • (1999) Pattern Recog. Lett. , vol.20 , pp. 57-68
    • Pham, D.L.1    Prince, J.L.2
  • 23
    • 77749240320 scopus 로고    scopus 로고
    • A novel fuzzy C-means algorithm for unsupervised heterogeneous tumor quantification in PET
    • 10.1118/1.3301610
    • S. Belhassen and H. Zaidi, " A novel fuzzy C-means algorithm for unsupervised heterogeneous tumor quantification in PET.," Med. Phys. 37, 1309-1324 (2010). 10.1118/1.3301610
    • (2010) Med. Phys. , vol.37 , pp. 1309-1324
    • Belhassen, S.1    Zaidi, H.2
  • 24
    • 84915823420 scopus 로고    scopus 로고
    • Varian Medical Systems, Promotional brochure, Last accessed May 2nd, 2013
    • Varian Medical Systems, " Eclipse: Treatment Planning System.," Promotional brochure, 2013, Last accessed May 2nd, 2013 [available URL: http://www.varian.com/media/oncology/products/eclipse/pdf/EclipseBrochure.pdf].
    • (2013) Eclipse: Treatment Planning System
  • 26
    • 77958456514 scopus 로고    scopus 로고
    • PET-guided delineation of radiation therapy treatment volumes: A survey of image segmentation techniques
    • 10.1007/s00259-010-1423-3
    • H. Zaidi and I. El Naqa, " PET-guided delineation of radiation therapy treatment volumes: A survey of image segmentation techniques.," Eur. J. Nucl. Med. 37, 2165-2187 (2010). 10.1007/s00259-010-1423-3
    • (2010) Eur. J. Nucl. Med. , vol.37 , pp. 2165-2187
    • Zaidi, H.1    El Naqa, I.2
  • 28
    • 0032028944 scopus 로고    scopus 로고
    • Snakes, shapes, and gradient vector flow
    • 10.1109/83.661186
    • C. Xu and J. Prince, " Snakes, shapes, and gradient vector flow.," IEEE Trans. Image Process. 7, 359-369 (1998). 10.1109/83.661186
    • (1998) IEEE Trans. Image Process. , vol.7 , pp. 359-369
    • Xu, C.1    Prince, J.2
  • 29
    • 44749084234 scopus 로고
    • Fronts propagating with curvature-dependent speed: Algorithms based on Hamilton-Jacobi formulation
    • 10.1016/0021-9991(88)90002-2
    • S. Osher and J. Sethian, " Fronts propagating with curvature-dependent speed: Algorithms based on Hamilton-Jacobi formulation.," J. Comput. Phys. 79, 12-49 (1988). 10.1016/0021-9991(88) 90002-2
    • (1988) J. Comput. Phys. , vol.79 , pp. 12-49
    • Osher, S.1    Sethian, J.2
  • 30
    • 36649028263 scopus 로고    scopus 로고
    • Concurrent multimodality image segmentation by active contours for radiotherapy treatment planning
    • 10.1118/1.2799886
    • I. El Naqa, D. Yang, A. Apte, D. Khullar, S. Mutic, J. Zheng, J. D. Bradley, P. Grigsby, and J. O. Deasy, " Concurrent multimodality image segmentation by active contours for radiotherapy treatment planning.," Med. Phys. 34, 4738-4749 (2007). 10.1118/1.2799886
    • (2007) Med. Phys. , vol.34 , pp. 4738-4749
    • El Naqa, I.1    Yang, D.2    Apte, A.3    Khullar, D.4    Mutic, S.5    Zheng, J.6    Bradley, J.D.7    Grigsby, P.8    Deasy, J.O.9
  • 31
    • 33646005789 scopus 로고    scopus 로고
    • Improved target volume definition for fractionated stereotactic radiotherapy in patients with intracranial meningiomas by correlation of CT, MRI and [68Ga]-DOTATOC-PET
    • 10.1016/j.ijrob2005.12.006
    • S. Milker-Zabel, A. Z. du Bois, M. Henze, P. Huber, D. Schulz-Ertner, A. Hoess, U. Haberkorn, and J. Debus, " Improved target volume definition for fractionated stereotactic radiotherapy in patients with intracranial meningiomas by correlation of CT, MRI and [68Ga]-DOTATOC-PET.," Int. J. Radiat. Oncol., Biol., Phys. 65, 222-227 (2006). 10.1016/j.ijrobp.2005.12.006
    • (2006) Int. J. Radiat. Oncol., Biol., Phys. , vol.65 , pp. 222-227
    • Milker-Zabel, S.1    Du Bois, A.Z.2    Henze, M.3    Huber, P.4    Schulz-Ertner, D.5    Hoess, A.6    Haberkorn, U.7    Debus, J.8
  • 33
    • 34447255709 scopus 로고    scopus 로고
    • Current status of PET/CT for tumour volume definition in radiotherapy treatment planning for non-small cell lung cancer (NSCLC)
    • 10.1016/j.lungcan.2007.03.020
    • C. Greco, K. Rosenzweig, G. L. Cascini, and O. Tamburrini, " Current status of PET/CT for tumour volume definition in radiotherapy treatment planning for non-small cell lung cancer (NSCLC).," Lung Cancer 57, 125-134 (2007). 10.1016/j.lungcan.2007.03.020
    • (2007) Lung Cancer , vol.57 , pp. 125-134
    • Greco, C.1    Rosenzweig, K.2    Cascini, G.L.3    Tamburrini, O.4
  • 34
    • 71049157271 scopus 로고    scopus 로고
    • Segmenting CT images of Bronchogenic carcinoma with bone metastases using PET intensity markers approach
    • 10.2478/v10019-009-0023-y
    • I. Avazpour, R. E. Roslan, P. Bayat, M. I. Saripan, A. J. Nordin, and R. S. A. R. Abdullah, " Segmenting CT images of Bronchogenic carcinoma with bone metastases using PET intensity markers approach.," Radiol. Oncol. 43, 180-186 (2009). 10.2478/v10019-009-0023-y
    • (2009) Radiol. Oncol. , vol.43 , pp. 180-186
    • Avazpour, I.1    Roslan, R.E.2    Bayat, P.3    Saripan, M.I.4    Nordin, A.J.5    Abdullah, R.S.A.R.6
  • 35
    • 61449171165 scopus 로고    scopus 로고
    • Coregistered FDG PET/CT-based textural characterization of head and neck cancer for radiation treatment planning
    • 10.1109/TMI.2008.2004425
    • H. Yu, C. B. Caldwell, K. Mah, and D. Mozeg, " Coregistered FDG PET/CT-based textural characterization of head and neck cancer for radiation treatment planning.," IEEE Trans. Med. Imaging 28, 374-383 (2009). 10.1109/TMI.2008.2004425
    • (2009) IEEE Trans. Med. Imaging , vol.28 , pp. 374-383
    • Yu, H.1    Caldwell, C.B.2    Mah, K.3    Mozeg, D.4
  • 36
    • 79959599387 scopus 로고    scopus 로고
    • Globally optimal tumor segmentation in PET-CT images: A graph-based co-segmentation method
    • 10.1007/978-3-642-22092-0-21
    • D. Han, J. Bayouth, Q. Song, A. Taurani, M. Sonka, J. Buatti, and X. Wu, " Globally optimal tumor segmentation in PET-CT images: A graph-based co-segmentation method.," Inf. Process Med. Imaging 6801, 245-256 (2011). 10.1007/978-3-642-22092-0-21
    • (2011) Inf. Process Med. Imaging , vol.6801 , pp. 245-256
    • Han, D.1    Bayouth, J.2    Song, Q.3    Taurani, A.4    Sonka, M.5    Buatti, J.6    Wu, X.7
  • 37
    • 84883413660 scopus 로고    scopus 로고
    • Optimal co-segmentation of tumor in PET-CT images with context information
    • 10.1109/TMI.2013.2263388
    • Q. Song, J. Bai, D. Han, S. Bhatia, W. Sun, J. Bayouth, J. Buatti, and X. Wu, " Optimal co-segmentation of tumor in PET-CT images with context information.," IEEE Trans. Med. Imaging 32, 1685-1697 (2013). 10.1109/TMI.2013.2263388
    • (2013) IEEE Trans. Med. Imaging , vol.32 , pp. 1685-1697
    • Song, Q.1    Bai, J.2    Han, D.3    Bhatia, S.4    Sun, W.5    Bayouth, J.6    Buatti, J.7    Wu, X.8
  • 38
    • 33746180819 scopus 로고    scopus 로고
    • Image registration and segmentation by maximizing the Jensen-Renyi divergence
    • 10.1007/978-3-540-45063-4-10
    • A. B. Hamza and H. Krim, " Image registration and segmentation by maximizing the Jensen-Renyi divergence.," Lect. Notes Comput. Sci. 2683, 147-163 (2003). 10.1007/978-3-540-45063-4-10
    • (2003) Lect. Notes Comput. Sci. , vol.2683 , pp. 147-163
    • Hamza, A.B.1    Krim, H.2
  • 40
    • 0022266928 scopus 로고
    • A new method or gray level picture thresholding using the entropy of histogram
    • 10.1016/0734-189X(85)90125-2
    • J. N. Kapur, P. K. Shaoo, and A. K. C. Wong, " A new method or gray level picture thresholding using the entropy of histogram.," Comput. Vis. Graph. Image Process. 29, 273-285 (1985). 10.1016/0734-189X(85)90125-2
    • (1985) Comput. Vis. Graph. Image Process. , vol.29 , pp. 273-285
    • Kapur, J.N.1    Shaoo, P.K.2    Wong, A.K.C.3
  • 41
    • 0019038769 scopus 로고
    • A new method for gray-level picture thresholding using the entropy of the histogram
    • 10.1016/0165-1684(80)90020-1
    • T. Pun, " A new method for gray-level picture thresholding using the entropy of the histogram.," Signal Process. 2, 223-237 (1980). 10.1016/0165-1684(80)90020-1
    • (1980) Signal Process. , vol.2 , pp. 223-237
    • Pun, T.1
  • 42
    • 0019390125 scopus 로고
    • Entropic thresholding, a new approach
    • 10.1016/0146-664X(81)90038-1
    • T. Pun, " Entropic thresholding, a new approach.," Comput. Graph. Image Process. 16, 210-239 (1981). 10.1016/0146-664X(81)90038-1
    • (1981) Comput. Graph. Image Process. , vol.16 , pp. 210-239
    • Pun, T.1
  • 43
    • 27744599498 scopus 로고    scopus 로고
    • A nonparametric statistical method or image segmentation using information theory and curve evolution
    • 10.1109/TIP.2005.854442
    • J. Kim, J. W. Fisher, A. Yezzi, M. Çetin, and A. S. Willsky, " A nonparametric statistical method or image segmentation using information theory and curve evolution.," IEEE Trans. Image Process. 14, 1486-1502 (2005). 10.1109/TIP.2005.854442
    • (2005) IEEE Trans. Image Process. , vol.14 , pp. 1486-1502
    • Kim, J.1    Fisher, J.W.2    Yezzi, A.3    Çetin, M.4    Willsky, A.S.5
  • 44
    • 0030088712 scopus 로고    scopus 로고
    • Multi-modal volume registration by maximization of mutual information
    • 10.1016/S1361-8415(01)80004-9
    • W. M. Wells III, P. Viola, H. Atsumi, S. Nakajima, and R. Kikinis, " Multi-modal volume registration by maximization of mutual information.," Med. Image Anal. 1, 35-51 (1996). 10.1016/S1361-8415(01)80004-9
    • (1996) Med. Image Anal. , vol.1 , pp. 35-51
    • Wells III, W.M.1    Viola, P.2    Atsumi, H.3    Nakajima, S.4    Kikinis, R.5
  • 45
    • 84862564409 scopus 로고    scopus 로고
    • Comparative methods for PET image segmentation in pharyngolaryngeal squamous cell carcinoma
    • 10.1007/s00259-011-2053-0
    • H. Zaidi, M. Abdoli, C. L. Fuentes, and I. El Naqa, " Comparative methods for PET image segmentation in pharyngolaryngeal squamous cell carcinoma.," Eur. J. Nucl. Med. 39, 881-891 (2012). 10.1007/s00259-011- 2053-0
    • (2012) Eur. J. Nucl. Med. , vol.39 , pp. 881-891
    • Zaidi, H.1    Abdoli, M.2    Fuentes, C.L.3    El Naqa, I.4
  • 46
    • 4644240997 scopus 로고    scopus 로고
    • Tumor volume in pharyngolaryngeal squamous cell carcinoma: Comparison at CT, MR imaging, and FDG PET and validation with surgical specimen
    • 10.1148/radiol.2331030660
    • J. F. Daisne, T. Duprez, B. Weynand, M. Lonneux, M. Hamoir, H. Reychler, and V. Grégoire, " Tumor volume in pharyngolaryngeal squamous cell carcinoma: Comparison at CT, MR imaging, and FDG PET and validation with surgical specimen.," Radiology 233, 93-100 (2004). 10.1148/radiol. 2331030660
    • (2004) Radiology , vol.233 , pp. 93-100
    • Daisne, J.F.1    Duprez, T.2    Weynand, B.3    Lonneux, M.4    Hamoir, M.5    Reychler, H.6    Grégoire, V.7
  • 47
    • 0344440831 scopus 로고    scopus 로고
    • Evaluation of a multimodality image (CT, MRI and PET) coregistration procedure on phantom and head and neck cancer patients: Accuracy reproducibility and consistency
    • 10.1016/j.radonc.2003.10.009
    • J. F. Daisne, M. Sibomana, A. Bol, G. Cosnard, M. Lonneux, and V. Grégoire, " Evaluation of a multimodality image (CT, MRI and PET) coregistration procedure on phantom and head and neck cancer patients: Accuracy reproducibility and consistency.," Radiother. Oncol. 69, 237-245 (2003). 10.1016/j.radonc.2003.10.009
    • (2003) Radiother. Oncol. , vol.69 , pp. 237-245
    • Daisne, J.F.1    Sibomana, M.2    Bol, A.3    Cosnard, G.4    Lonneux, M.5    Grégoire, V.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.