메뉴 건너뛰기




Volumn 50, Issue 1, 2010, Pages 13-21

Fusing visual and clinical information for lung tissue classification in high-resolution computed tomography

Author keywords

Computer aided diagnosis; Contextual image analysis; Feature ranking; High resolution computed tomography; Interstitial lung diseases; Lung tissue classification; Multimodal information fusion; Support vector machines; Wavelet based texture analysis

Indexed keywords

BIOLOGICAL ORGANS; COMPUTER AIDED ANALYSIS; COMPUTER AIDED DIAGNOSIS; COMPUTERIZED TOMOGRAPHY; D REGION; SUPPORT VECTOR MACHINES; TEXTURES; TISSUE; VECTOR SPACES;

EID: 77955268957     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.artmed.2010.04.006     Document Type: Article
Times cited : (70)

References (44)
  • 1
    • 5144222998 scopus 로고    scopus 로고
    • Idiopathic interstitial pneumonia: what is the effect of a multidisciplinary approach to diagnosis?
    • July
    • Flaherty Kevin R., King Talmadge E., Raghu Ganesh, Lynch Joseph P., Colby Thomas V., Travis William D., et al. Idiopathic interstitial pneumonia: what is the effect of a multidisciplinary approach to diagnosis?. Am J Respir Crit Care Med 2004, 170(July):904-910.
    • (2004) Am J Respir Crit Care Med , vol.170 , pp. 904-910
    • Flaherty, K.R.1    King, T.E.2    Raghu, G.3    Lynch, J.P.4    Colby, T.V.5    Travis, W.D.6
  • 2
    • 77955269418 scopus 로고    scopus 로고
    • Stark Paul. High resolution computed tomography of the lungs. UpToDate. Denise S. Basow edition: Waltham, MA; August
    • Stark Paul. High resolution computed tomography of the lungs. UpToDate. Denise S. Basow edition: Waltham, MA; August 2008.
    • (2008)
  • 3
    • 21644447318 scopus 로고    scopus 로고
    • Current status and future potential of computer-aided diagnosis in medical imaging
    • Doi K. Current status and future potential of computer-aided diagnosis in medical imaging. Br J Radiol 2005, 78:3-19.
    • (2005) Br J Radiol , vol.78 , pp. 3-19
    • Doi, K.1
  • 4
    • 0032679849 scopus 로고    scopus 로고
    • ASSERT: a physician-in-the-loop content-based retrieval system for HRCT image databases
    • July/August, (Special issue on content-based access for image and video libraries)
    • Shyu Chi-Ren, Brodley Carla E., Kak Avinash C., Kosaka Akio, Aisen Alex M., Broderick Lynn S. ASSERT: a physician-in-the-loop content-based retrieval system for HRCT image databases. Comput Vision Image Understand 1999, 750(July/August (1/2)):111-132. (Special issue on content-based access for image and video libraries).
    • (1999) Comput Vision Image Understand , vol.750 , Issue.1-2 , pp. 111-132
    • Shyu, C.-R.1    Brodley, C.E.2    Kak, A.C.3    Kosaka, A.4    Aisen, A.M.5    Broderick, L.S.6
  • 5
    • 0037600549 scopus 로고    scopus 로고
    • Automated storage and retrieval of thin-section CT images to assist diagnosis: system description and preliminary assessment
    • July
    • Aisen Alex M., Broderick Lynn S., Winer-Muram Helen, Brodley Carla E., Kak Avinash C., Pavlopoulou Christina, et al. Automated storage and retrieval of thin-section CT images to assist diagnosis: system description and preliminary assessment. Radiology 2003, 2280(July (1)):265-270.
    • (2003) Radiology , vol.2280 , Issue.1 , pp. 265-270
    • Aisen, A.M.1    Broderick, L.S.2    Winer-Muram, H.3    Brodley, C.E.4    Kak, A.C.5    Pavlopoulou, C.6
  • 6
    • 0036844467 scopus 로고    scopus 로고
    • Diagnostic approach to the patient with diffuse lung disease
    • November
    • Ryu Jay H., Olson Eric J., Midthun David E., Swensen Stephen J. Diagnostic approach to the patient with diffuse lung disease. Mayo Clin Proc 2002, 770(November (11)):1221-1227.
    • (2002) Mayo Clin Proc , vol.770 , Issue.11 , pp. 1221-1227
    • Ryu, J.H.1    Olson, E.J.2    Midthun, D.E.3    Swensen, S.J.4
  • 7
    • 0034778666 scopus 로고    scopus 로고
    • Influence of age and disease severity on high resolution CT lung densitometry in asthma
    • November
    • Mitsunobu F., Mifune T., Ashida K., Hosaki Y., Tsugeno H., Okamoto M., et al. Influence of age and disease severity on high resolution CT lung densitometry in asthma. Thorax 2001, 560(November (11)):851-856.
    • (2001) Thorax , vol.560 , Issue.11 , pp. 851-856
    • Mitsunobu, F.1    Mifune, T.2    Ashida, K.3    Hosaki, Y.4    Tsugeno, H.5    Okamoto, M.6
  • 8
    • 0018179124 scopus 로고
    • The use of context in pattern recognition
    • January
    • Toussaint Godfried T. The use of context in pattern recognition. Pattern Recognit 1978, 100(January (3)):189-204.
    • (1978) Pattern Recognit , vol.100 , Issue.3 , pp. 189-204
    • Toussaint, G.T.1
  • 17
    • 26444507921 scopus 로고    scopus 로고
    • Skurichina Marina, Duin Robert PW. Combining feature subsets in feature selection. In: Multiple classifier systems, Lecture Notes in Computer Science. Springer; June
    • Skurichina Marina, Duin Robert PW. Combining feature subsets in feature selection. In: Multiple classifier systems, vol. 3541, Lecture Notes in Computer Science. Springer; June 2005. p. 165-75.
    • (2005) , vol.3541 , pp. 165-175
  • 18
    • 85108460954 scopus 로고    scopus 로고
    • Westerveld Thijs. Image retrieval: content versus context. In: Recherche d'Informations Assistée par Ordinateur (RIAO'2000) computer-assisted information retrieval, Paris, France: CID; April
    • Westerveld Thijs. Image retrieval: content versus context. In: Recherche d'Informations Assistée par Ordinateur (RIAO'2000) computer-assisted information retrieval, vol. 1. Paris, France: CID; April 2000. p. 276-84.
    • (2000) , vol.1 , pp. 276-284
  • 19
    • 85019650666 scopus 로고    scopus 로고
    • La Cascia Marco, Sethi Saratendu, Sclaroff Stan. Combining textual and visual cues for content-based image retrieval on the world wide web. In: Content-based access of image and video libraries. Proceedings. IEEE workshop on, Washington, DC, USA: IEEE Computer Society
    • La Cascia Marco, Sethi Saratendu, Sclaroff Stan. Combining textual and visual cues for content-based image retrieval on the world wide web. In: Content-based access of image and video libraries. Proceedings. IEEE workshop on, Washington, DC, USA: IEEE Computer Society; 1998. p. 24-8.
    • (1998) , pp. 24-28
  • 20
    • 38049173519 scopus 로고    scopus 로고
    • Lacoste Caroline, Chevallet Jean-Pierre, Lim Joo-Hwee, Thi Hoang Le Diem, Xiong Wei, Racoceanu Daniel, et al. Inter-media concept-based medical image indexing and retrieval with UMLS at IPAL. In: Peters Carol, Clough Paul, Gey Fredric C., Karlgren Jussi, Magnini Bernardo, Oard Douglas W., de Rijke Maarten, Stempfhuber Maximilian, editors, CLEF, Lecture Notes in Computer Science, Springer
    • Lacoste Caroline, Chevallet Jean-Pierre, Lim Joo-Hwee, Thi Hoang Le Diem, Xiong Wei, Racoceanu Daniel, et al. Inter-media concept-based medical image indexing and retrieval with UMLS at IPAL. In: Peters Carol, Clough Paul, Gey Fredric C., Karlgren Jussi, Magnini Bernardo, Oard Douglas W., de Rijke Maarten, Stempfhuber Maximilian, editors, CLEF, Lecture Notes in Computer Science, vol. 4730. Springer; 2007. p. 694-701.
    • (2007) , vol.4730 , pp. 694-701
  • 21
    • 1242318724 scopus 로고    scopus 로고
    • A review of content-based image retrieval systems in medicine-clinical benefits and future directions
    • Müller Henning, MichouxF Nicolas, BandonF David, GeissbuhlerF Antoine A review of content-based image retrieval systems in medicine-clinical benefits and future directions. Int J Med Inform 2004, 73(1):1-23.
    • (2004) Int J Med Inform , vol.73 , Issue.1 , pp. 1-23
    • Müller, H.1    MichouxF Nicolas2    BandonF David3    GeissbuhlerF Antoine4
  • 22
    • 38049169494 scopus 로고    scopus 로고
    • Hersh William, Kalpathy-Cramer Jayashree, Jensen Jeffery. Medical image retrieval and automated annotation: OHSU at ImageCLEF 2006. In: Peters Carol, Clough Paul, Gey Fredric C, Karlgren Jussi, Magnini Bernardo, Oard Douglas W, de Rijke Maarten, Stempfhuber Maximilian, editors. CLEF, Lecture Notes in Computer Science, Springer
    • Hersh William, Kalpathy-Cramer Jayashree, Jensen Jeffery. Medical image retrieval and automated annotation: OHSU at ImageCLEF 2006. In: Peters Carol, Clough Paul, Gey Fredric C, Karlgren Jussi, Magnini Bernardo, Oard Douglas W, de Rijke Maarten, Stempfhuber Maximilian, editors. CLEF, Lecture Notes in Computer Science, vol. 4730. Springer; 2007. p. 660-9.
    • (2007) , vol.4730 , pp. 660-669
  • 23
    • 35748971527 scopus 로고    scopus 로고
    • Chen Qiongyu, Li Guoliang, Leong Tze-Yun, Heng Chew-Kiat. Predicting coronary artery disease with medical profile and gene polymorphisms data. In: Kuhn Klaus A, Warren James R, Leong Tze-Yun, editors. Medinfo 2007: Proceedings of the 12th world congress on health (medical) informatics. Brisbane, Australia: IOS Press; August
    • Chen Qiongyu, Li Guoliang, Leong Tze-Yun, Heng Chew-Kiat. Predicting coronary artery disease with medical profile and gene polymorphisms data. In: Kuhn Klaus A, Warren James R, Leong Tze-Yun, editors. Medinfo 2007: Proceedings of the 12th world congress on health (medical) informatics. Brisbane, Australia: IOS Press; August 2007. p. 1219-1224.
    • (2007) , pp. 1219-1224
  • 24
    • 0347993887 scopus 로고    scopus 로고
    • Abe Hiroyuki, Ashizawa Kazuto, Li Feng, Matsuyama Naohiro, Fukushima Aya, Shiraishi Junji, et al. Artificial neural networks (ANNs) for differential diagnosis of interstitial lung disease: results of a simulation test with actual clinical cases. Acad Radiol (June (1))
    • Abe Hiroyuki, Ashizawa Kazuto, Li Feng, Matsuyama Naohiro, Fukushima Aya, Shiraishi Junji, et al. Artificial neural networks (ANNs) for differential diagnosis of interstitial lung disease: results of a simulation test with actual clinical cases. Acad Radiol 2004;11(June (1)):29-37.
    • (2004) , vol.11 , pp. 29-37
  • 25
    • 35748944570 scopus 로고    scopus 로고
    • Zrimec Tatjana, Wong James S. Improving computer aided disease detection using knowledge of disease appearance. Stud Health Technol Inf
    • Zrimec Tatjana, Wong James S. Improving computer aided disease detection using knowledge of disease appearance. Stud Health Technol Inf 2007;129:1324-8.
    • (2007) , vol.129 , pp. 1324-1328
  • 26
    • 0032803024 scopus 로고    scopus 로고
    • Uppaluri Renuka, Hoffman Eric A, Sonka Milan, Hartley Patrick G, Hunninghake Gary W, McLennan Geoffrey. Computer recognition of regional lung disease patterns. Am J Respir Crit Care Med (August(2))
    • Uppaluri Renuka, Hoffman Eric A, Sonka Milan, Hartley Patrick G, Hunninghake Gary W, McLennan Geoffrey. Computer recognition of regional lung disease patterns. Am J Respir Crit Care Med 1999;160(August(2)):648-54.
    • (1999) , vol.160 , pp. 648-654
  • 27
    • 0141743729 scopus 로고    scopus 로고
    • Yoshikazu Uchiyama, Shigehiko Katsuragawa, Hiroyuki Abe, Junji Shiraishi, Feng Li, Qiang Li, et al. Quantitative computerized analysis of diffuse lung disease in high-resolution computed tomography. Med Phys (September(9))
    • Yoshikazu Uchiyama, Shigehiko Katsuragawa, Hiroyuki Abe, Junji Shiraishi, Feng Li, Qiang Li, et al. Quantitative computerized analysis of diffuse lung disease in high-resolution computed tomography. Med Phys 2003;30(September(9)):2440-54.
    • (2003) , vol.30 , pp. 2440-2454
  • 28
    • 57649238011 scopus 로고    scopus 로고
    • Depeursinge Adrien, Sage Daniel, Hidki Asmâa, Platon Alexandra, Poletti Pierre-Alexandre, et al. Lung tissue classification using Wavelet frames. In: Engineering in Medicine and Biology Society. EMBS 2007. 29th Annual international conference of the IEEE. Lyon, France, August 2007. IEEE Computer Society
    • Depeursinge Adrien, Sage Daniel, Hidki Asmâa, Platon Alexandra, Poletti Pierre-Alexandre, et al. Lung tissue classification using Wavelet frames. In: Engineering in Medicine and Biology Society. EMBS 2007. 29th Annual international conference of the IEEE. Lyon, France, August 2007. IEEE Computer Society; 2007. p. 6259-6262.
    • (2007) , pp. 6259-6262
  • 29
    • 77955268230 scopus 로고    scopus 로고
    • Depeursinge Adrien, Van De Ville Dimitri, Unser Michael, Müller Henning. Lung tissue analysis using isotropic polyharmonic B-spline wavelets. In: MICCAI 2008 workshop on pulmonary image analysis. New York, USA: Lulu; September
    • Depeursinge Adrien, Van De Ville Dimitri, Unser Michael, Müller Henning. Lung tissue analysis using isotropic polyharmonic B-spline wavelets. In: MICCAI 2008 workshop on pulmonary image analysis. New York, USA: Lulu; September 2008. p. 125-134.
    • (2008) , pp. 125-134
  • 30
    • 77955275863 scopus 로고    scopus 로고
    • Depeursinge Adrien, Iavindrasana Jimison, Hidki Asmâa, Cohen Gilles, Geissbuhler Antoine, Platon Alexandra, et al. A classification framework for lung tissue categorization. In: Andriole Katherine P, Siddiqui Khan M, editors, Medical imaging 2008: PACS and imaging informatics, San Diego, CA, USA: SPIE
    • Depeursinge Adrien, Iavindrasana Jimison, Hidki Asmâa, Cohen Gilles, Geissbuhler Antoine, Platon Alexandra, et al. A classification framework for lung tissue categorization. In: Andriole Katherine P, Siddiqui Khan M, editors, Medical imaging 2008: PACS and imaging informatics, vol. 6919. San Diego, CA, USA: SPIE; 2008. p. 69190C.
    • (2008) , vol.6919
  • 31
    • 77955281703 scopus 로고    scopus 로고
    • Hidki Asmâa, Müller Henning, Depeursinge Adrien, Poletti Pierre-Alexandre, Geissbuhler Antoine. Putting the image into perspective: the need for domain knowledge when performing image-based diagnostic aid. In: Swiss conference on medical informatics (SSIM 2006), Basel, Switzerland; April
    • Hidki Asmâa, Müller Henning, Depeursinge Adrien, Poletti Pierre-Alexandre, Geissbuhler Antoine. Putting the image into perspective: the need for domain knowledge when performing image-based diagnostic aid. In: Swiss conference on medical informatics (SSIM 2006), Basel, Switzerland; April 2006.
    • (2006)
  • 32
    • 77955271051 scopus 로고    scopus 로고
    • Approach to the adult with interstitial lung disease. UpToDate. Denise S. Basow edition: Waltham, MA
    • King Talmagde E.. Approach to the adult with interstitial lung disease. UpToDate. Denise S. Basow edition: Waltham, MA; 2008.
    • (2008)
    • King Talmagde, E.1
  • 33
    • 77955271978 scopus 로고    scopus 로고
    • Richard, Müller Nestor L., Naidich David P., editors. High-resolution CT of the Lung. Philadelphia, PA, USA: Lippincott Williams & Wilkins
    • Webb W. Richard, Müller Nestor L., Naidich David P., editors. High-resolution CT of the Lung. Philadelphia, PA, USA: Lippincott Williams & Wilkins; 2001.
    • (2001)
    • Webb, W.1
  • 34
    • 27844459098 scopus 로고    scopus 로고
    • Van De Ville Dimitri, Blu Thierry, Unser Michael. Isotropic polyharmonic B-splines: scaling functions and wavelets. IEEE Trans. Image Process (November (11))
    • Van De Ville Dimitri, Blu Thierry, Unser Michael. Isotropic polyharmonic B-splines: scaling functions and wavelets. IEEE Trans. Image Process 2005;14(November (11)):1798-813.
    • (2005) , vol.14 , pp. 1798-1813
  • 35
    • 33646107181 scopus 로고    scopus 로고
    • Cohen Gilles, Hilario Melanie, Sax Hugo, Hugonnet Stephane, Geissbuhler Antoine. Learning from imbalanced data in surveillance of nosocomial infection. Artif Intell Med (May (1))
    • Cohen Gilles, Hilario Melanie, Sax Hugo, Hugonnet Stephane, Geissbuhler Antoine. Learning from imbalanced data in surveillance of nosocomial infection. Artif Intell Med 2006;37(May (1)):7-18.
    • (2006) , vol.37 , pp. 7-18
  • 36
    • 33744584654 scopus 로고
    • Induction of decision trees
    • March
    • Quinlan Ross J. Induction of decision trees. Mach. Learn. 1986, 1(March (1)):81-106.
    • (1986) Mach. Learn. , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, R.J.1
  • 38
    • 84958532155 scopus 로고    scopus 로고
    • Perner Petra, Belikova Tatjana P, Yashunskaya Nadeszda I. Knowledge acquisition by symbolic decision tree induction for interpretation of digital images in radiology. In SSPR '96: Proceedings of the 6th international workshop on advances in structural and syntactical pattern recognition, London, UK: Springer-Verlag
    • Perner Petra, Belikova Tatjana P, Yashunskaya Nadeszda I. Knowledge acquisition by symbolic decision tree induction for interpretation of digital images in radiology. In SSPR '96: Proceedings of the 6th international workshop on advances in structural and syntactical pattern recognition, vol. 1121. London, UK: Springer-Verlag; 1996. p. 208-19.
    • (1996) , vol.1121 , pp. 208-219
  • 39
    • 51349159085 scopus 로고    scopus 로고
    • Probability estimates for multi-class classification by pairwise coupling
    • August
    • Wu Ting-Fan, Lin Chih-Jen, Weng Ruby C. Probability estimates for multi-class classification by pairwise coupling. J. Mach. Learn. Res. 2004, 5(August):975-1005.
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 975-1005
    • Wu, T.-F.1    Lin, C.-J.2    Weng, R.C.3
  • 42
    • 0031224390 scopus 로고    scopus 로고
    • Use of contextual information for feature ranking and discretization
    • Hong Se June Use of contextual information for feature ranking and discretization. IEEE Trans Knowledge Data Eng 1997, 9(5):718-730.
    • (1997) IEEE Trans Knowledge Data Eng , vol.9 , Issue.5 , pp. 718-730
    • Hong, S.J.1
  • 43
    • 24944560972 scopus 로고    scopus 로고
    • Prognostic value of the hematocrit in patients with severe COPD receiving long-term oxygen therapy
    • September
    • Chambellan Arnaud, Chailleux Edmond, Similowski Thomas Prognostic value of the hematocrit in patients with severe COPD receiving long-term oxygen therapy. Chest 2005, 128(September (3)):1201-1208.
    • (2005) Chest , vol.128 , Issue.3 , pp. 1201-1208
    • Chambellan, A.1    Chailleux, E.2    Similowski, T.3
  • 44
    • 1542272637 scopus 로고    scopus 로고
    • Chemotherapy-induced lung disease
    • March
    • Limper Andrew H. Chemotherapy-induced lung disease. Clin Chest Med 2004, 25(March (1)):53-64.
    • (2004) Clin Chest Med , vol.25 , Issue.1 , pp. 53-64
    • Limper, A.H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.