메뉴 건너뛰기




Volumn 33, Issue 5, 2014, Pages 1163-1179

Simultaneous sparsity model for histopathological image representation and classification

Author keywords

Classification; histopathological image analysis; multichannel images; sparse representation

Indexed keywords

CLASSIFICATION (OF INFORMATION); MAMMALS;

EID: 84899714454     PISSN: 02780062     EISSN: 1558254X     Source Type: Journal    
DOI: 10.1109/TMI.2014.2306173     Document Type: Article
Times cited : (100)

References (52)
  • 1
    • 0031831398 scopus 로고    scopus 로고
    • Computer-aided diagnosis: Automatic detection of malignant masses in digitized mammograms
    • DOI 10.1118/1.598274
    • A. J. Mendez, P. G. Tahoces, M. J. Lado, M. Souto, and J. J. Vidal,"Computer-aided diagnosis: Automatic detection of malignant massesin digitized mammograms," Med. Phys., vol. 25, pp. 957-964, Jun.1998. (Pubitemid 28285772)
    • (1998) Medical Physics , vol.25 , Issue.6 , pp. 957-964
    • Mendez, A.J.1    Tahoces, P.G.2    Lado, M.J.3    Souto, M.4    Vidal, J.J.5
  • 3
    • 77954650208 scopus 로고    scopus 로고
    • Digital pathology image analysis: Opportunities andchallenges
    • A. Madabhushi, "Digital pathology image analysis: Opportunities andchallenges," Imag. Med., vol. 1, no. 1, pp. 7-10, 2009.
    • (2009) Imag. Med. , vol.1 , Issue.1 , pp. 7-10
    • Madabhushi, A.1
  • 5
    • 0033958144 scopus 로고    scopus 로고
    • Is H&E morphology coming to an end?
    • H. Fox, "Is H&E morphology coming to an end?," J. Clin. Pathol., vol.53, pp. 38-40, 2000.
    • (2000) J. Clin. Pathol. , vol.53 , pp. 38-40
    • Fox, H.1
  • 6
    • 84873286363 scopus 로고    scopus 로고
    • A hybrid classification model fordigital pathology using structural and statistical pattern recognition,"
    • Feb.
    • E. Ozdemir and C. Gunduz-Demir, "A hybrid classification model fordigital pathology using structural and statistical pattern recognition,"IEEE Trans. Med. Imag., vol. 32, no. 2, pp. 474-483, Feb. 2013.
    • (2013) IEEE Trans. Med. Imag. , vol.32 , Issue.2 , pp. 474-483
    • Ozdemir, E.1    Gunduz-Demir, C.2
  • 10
    • 79959565637 scopus 로고    scopus 로고
    • Computerized classification of intraductal breast lesionsusing histopathological images
    • Jul.
    • M. M. Dundar, S. Badve, G. Bilgin, V. Raykar, R. Jain, O. Sertel, andM. N. Gurcan, "Computerized classification of intraductal breast lesionsusing histopathological images," IEEE Trans. Biomed. Eng., vol.58, no. 7, pp. 1977-1984, Jul. 2011.
    • (2011) IEEE Trans. Biomed. Eng. , vol.58 , Issue.7 , pp. 1977-1984
    • Dundar, M.M.1    Badve, S.2    Bilgin, G.3    Raykar, V.4    Jain, R.5    Sertel, O.6    Gurcan, M.N.7
  • 13
    • 0035397820 scopus 로고    scopus 로고
    • Segmentation of vessel-like patterns using mathematical morphology and curvature evaluation
    • DOI 10.1109/83.931095, PII S1057714901032663
    • F. Zana and J.-C. Klein, "Segmentation of vessel-like patterns usingmathematical morphology and curvature evaluation," IEEE Trans.Image Process., vol. 10, no. 7, pp. 1010-1019, Jul. 2001. (Pubitemid 32650877)
    • (2001) IEEE Transactions on Image Processing , vol.10 , Issue.7 , pp. 1010-1019
    • Zana, F.1    Klein, J.-C.2
  • 14
    • 0032594951 scopus 로고    scopus 로고
    • Support vector machinesfor histogram-based image classification
    • Sep.
    • O. Chapelle, P. Haffner, and V. N. Vapnik, "Support vector machinesfor histogram-based image classification," IEEE Trans. Neural Netw.,vol. 10, no. 5, pp. 1055-1064, Sep. 1999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.5 , pp. 1055-1064
    • Chapelle, O.1    Haffner, P.2    Vapnik, V.N.3
  • 18
    • 51049109414 scopus 로고    scopus 로고
    • Automated grading of breast cancer histopathology using spectralclustering with textural and architectural image features
    • S. Doyle, S. Agner, A. Madabhushi, M. Feldman, and J. Tomaszewski,"Automated grading of breast cancer histopathology using spectralclustering with textural and architectural image features," in Proc.IEEE Int. Symp. Biomed. Imag., 2008, pp. 496-499.
    • (2008) Proc. IEEE Int. Symp. Biomed. Imag. , pp. 496-499
    • Doyle, S.1    Agner, S.2    Madabhushi, A.3    Feldman, M.4    Tomaszewski, J.5
  • 19
    • 45049083228 scopus 로고    scopus 로고
    • WND-CHARM: Multi-purpose image classification usingcompound image transforms
    • N. Orlov, L. Shamir, T. Macura, J. Johnston, D.M. Eckley, and I. G.Goldberg, "WND-CHARM: Multi-purpose image classification usingcompound image transforms," Pattern Recogn. Lett., vol. 29, no. 11,pp. 1684-1693, 2008.
    • (2008) Pattern Recogn. Lett. , vol.29 , Issue.11 , pp. 1684-1693
    • Orlov, N.1    Shamir, L.2    MacUra, T.3    Johnston, J.4    Eckley, D.M.5    Goldberg, I.G.6
  • 22
    • 0001963082 scopus 로고    scopus 로고
    • A short introduction to boosting
    • Sep.
    • Y. Freund and R. E. Shapire, "A short introduction to boosting," J. Jpn.Soc. Artif. Intell., vol. 14, no. 5, pp. 771-780, Sep. 1999.
    • (1999) J. Jpn.Soc. Artif. Intell. , vol.14 , Issue.5 , pp. 771-780
    • Freund, Y.1    Shapire, R.E.2
  • 24
    • 84899688849 scopus 로고    scopus 로고
    • Why apathology image should not be considered as a radiology image
    • J. D. Hipp, A. Fernandez, C. C. Compton, and U. J. Balis, "Why apathology image should not be considered as a radiology image," J.Pathol. Inform., vol. 2, p. 26, 2011.
    • (2011) J.Pathol. Inform. , vol.2 , pp. 26
    • Hipp, J.D.1    Fernandez, A.2    Compton, C.C.3    Balis, U.J.4
  • 26
    • 62349141165 scopus 로고    scopus 로고
    • Histopathological image analysis using model-basedintermediate representations and color texture: Follicular lymphomagrading
    • O. Sertel, J. Kong, U. Catalyurek, G. Lozanski, J. Saltz, andM. Gurcan, "Histopathological image analysis using model-basedintermediate representations and color texture: Follicular lymphomagrading," J. Signal Process. Syst., vol. 55, no. 1-3, pp. 169-183,2009.
    • (2009) J. Signal Process. Syst. , vol.55 , Issue.1-3 , pp. 169-183
    • Sertel, O.1    Kong, J.2    Catalyurek, U.3    Lozanski, G.4    Saltz, J.5    Gurcan, M.6
  • 28
    • 80053571096 scopus 로고    scopus 로고
    • Hyperspectral image classificationusing dictionary-based sparse representation
    • Oct.
    • Y. Chen, N. M. Nasrabadi, and T. D. Tran, "Hyperspectral image classificationusing dictionary-based sparse representation," IEEE Trans.Geosci. Remote Sens., vol. 49, no. 10, pp. 3973-3985, Oct. 2011.
    • (2011) IEEE Trans.Geosci. Remote Sens. , vol.49 , Issue.10 , pp. 3973-3985
    • Chen, Y.1    Nasrabadi, N.M.2    Tran, T.D.3
  • 29
    • 84863979867 scopus 로고    scopus 로고
    • Multi-viewautomatic target recognition using joint sparse representation
    • Jul.
    • H. Zhang, N. M. Nasrabadi, Y. Zhang, and T. S. Huang, "Multi-viewautomatic target recognition using joint sparse representation," IEEETrans. Aerosp. Electron. Syst., vol. 48, no. 3, pp. 2481-2497, Jul.2012.
    • (2012) IEEE Trans. Aerosp. Electron. Syst. , vol.48 , Issue.3 , pp. 2481-2497
    • Zhang, H.1    Nasrabadi, N.M.2    Zhang, Y.3    Huang, T.S.4
  • 30
    • 84055212058 scopus 로고    scopus 로고
    • Towardsa practical face recognition system: Robust alignment and illuminationby sparse representation,"
    • Feb.
    • A.Wagner, J.Wright, A. Ganesh, Z. Zhou, H.Mobahi, and Y.Ma, "Towardsa practical face recognition system: Robust alignment and illuminationby sparse representation," IEEE Trans. Pattern Anal. Mach.Intell., vol. 34, no. 2, pp. 372-386, Feb. 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach.Intell. , vol.34 , Issue.2 , pp. 372-386
    • Wagner, A.1    Wright, J.2    Ganesh, A.3    Zhou, Z.4    Mobahi, H.5    Ma, Y.6
  • 34
  • 35
    • 77955789861 scopus 로고    scopus 로고
    • Extracting multiple features in discriminantcolor space for face recognition
    • Sep.
    • Z. Liu, J. Yang, and C. Liu, "Extracting multiple features in discriminantcolor space for face recognition," IEEE Trans. Image Process.,vol. 19, no. 9, pp. 2502-2509, Sep. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.9 , pp. 2502-2509
    • Liu, Z.1    Yang, J.2    Liu, C.3
  • 36
    • 84855167311 scopus 로고    scopus 로고
    • Tensor discriminantcolor space for face recognition
    • Sep.
    • S.-J. Wang, J. Yang, N. Zhang, and C.-G. Zhou, "Tensor discriminantcolor space for face recognition," IEEE Trans. Image Process., vol. 20,no. 9, pp. 2490-2501, Sep. 2011.
    • (2011) IEEE Trans. Image Process. , vol.20 , Issue.9 , pp. 2490-2501
    • Wang, S.-J.1    Yang, J.2    Zhang, N.3    Zhou, C.-G.4
  • 37
    • 84866609133 scopus 로고    scopus 로고
    • Visual classification with multitaskjoint sparse representation
    • Oct.
    • X.-T. Yuan, X. Liu, and S. Yan, "Visual classification with multitaskjoint sparse representation," IEEE Trans. Image Process., vol. 21, no.10, pp. 4349-4360, Oct. 2012.
    • (2012) IEEE Trans. Image Process. , vol.21 , Issue.10 , pp. 4349-4360
    • Yuan, X.-T.1    Liu, X.2    Yan, S.3
  • 39
    • 34648825723 scopus 로고    scopus 로고
    • A comparative study of local matching approach for face recognition
    • DOI 10.1109/TIP.2007.904421
    • J. Zou, Q. Ji, and G. Nagy, "A comparative study of local matchingapproach for face recognition," IEEE Trans. Image Process., vol. 16,no. 10, pp. 2617-2628, Oct. 2007. (Pubitemid 47456027)
    • (2007) IEEE Transactions on Image Processing , vol.16 , Issue.10 , pp. 2617-2628
    • Zou, J.1    Ji, Q.2    Nagy, G.3
  • 40
    • 64649083745 scopus 로고    scopus 로고
    • Signal recovery from random measurementsvia orthogonal matching pursuit
    • Dec.
    • J. Tropp and A. Gilbert, "Signal recovery from random measurementsvia orthogonal matching pursuit," IEEE Trans. Inform. Theory, vol. 53,no. 12, pp. 4655-4666, Dec. 2005.
    • (2005) IEEE Trans. Inform. Theory , vol.53 , Issue.12 , pp. 4655-4666
    • Tropp, J.1    Gilbert, A.2
  • 41
    • 65749110333 scopus 로고    scopus 로고
    • Subspace pursuit for compressive sensingsignal reconstruction
    • May
    • W. Dai and O. Milenkovic, "Subspace pursuit for compressive sensingsignal reconstruction," IEEE Trans. Inform. Theory, vol. 55, no. 5, pp.2230-2249, May 2009.
    • (2009) IEEE Trans. Inform. Theory , vol.55 , Issue.5 , pp. 2230-2249
    • Dai, W.1    Milenkovic, O.2
  • 42
    • 33646365077 scopus 로고    scopus 로고
    • 1-norm solution is also the sparsest solution
    • DOI 10.1002/cpa.20132
    • D. L. Donoho, "For most large underdetermined systems of linearequations the minimal-norm solution is also the sparsest solution,"Comm. Pure Appl. Math., vol. 59, no. 6, pp. 797-829, 2006. (Pubitemid 43667226)
    • (2006) Communications on Pure and Applied Mathematics , vol.59 , Issue.6 , pp. 797-829
    • Donoho, D.L.1
  • 43
    • 30844445842 scopus 로고    scopus 로고
    • Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit
    • DOI 10.1016/j.sigpro.2005.05.030, PII S0165168405002227, Sparse Approximations in Signal and Image Processing
    • J. A. Tropp, A. C. Gilbert, and M. J. Strauss, "Algorithms for simultaneoussparse approximation. Part I: Greedy pursuit," SignalProcessing, vol. 86, pp. 572-588, Apr. 2006. (Pubitemid 43106572)
    • (2006) Signal Processing , vol.86 , Issue.3 , pp. 572-588
    • Tropp, J.A.1    Gilbert, A.C.2    Strauss, M.J.3
  • 44
    • 30844461481 scopus 로고    scopus 로고
    • Algorithms for simultaneous sparse approximation. Part II: Convex relaxation
    • DOI 10.1016/j.sigpro.2005.05.031, PII S0165168405002239, Sparse Approximations in Signal and Image Processing
    • J. A. Tropp, "Algorithms for simultaneous sparse approximation. PartII: Convex relaxation," Signal Process., vol. 86, pp. 589-602, Apr.2006. (Pubitemid 43106573)
    • (2006) Signal Processing , vol.86 , Issue.3 , pp. 589-602
    • Tropp, J.A.1
  • 45
    • 84862808427 scopus 로고    scopus 로고
    • Automatic image annotationand retrieval using group sparsity,"
    • Jun.
    • S. Zhang, J. Huang, H. Li, and D. N. Metaxas, "Automatic image annotationand retrieval using group sparsity," IEEE Trans. Syst., Man,Cybern. B, vol. 42, no. 32, pp. 838-849, Jun. 2012.
    • (2012) IEEE Trans. Syst., Man,Cybern. B , vol.42 , Issue.32 , pp. 838-849
    • Zhang, S.1    Huang, J.2    Li, H.3    Metaxas, D.N.4
  • 46
    • 78651063456 scopus 로고    scopus 로고
    • Robust face recognition usinglocally adaptive sparse representation
    • Y. Chen, T. T. Do, and T. D. Tran, "Robust face recognition usinglocally adaptive sparse representation," in Proc. IEEE Int. Conf. ImageProcess., 2010, pp. 1657-1660.
    • (2010) Proc. IEEE Int. Conf. ImageProcess. , pp. 1657-1660
    • Chen, Y.1    Do, T.T.2    Tran, T.D.3
  • 47
    • 34548085689 scopus 로고    scopus 로고
    • Robust and secure image hashing via non-negative matrix factorizations
    • DOI 10.1109/TIFS.2007.902670
    • V. Monga and K. Mihcak, "Robust and secure image hashing via nonnegativematrix approximations," IEEE Trans. Inform. Forensics Security,vol. 2, no. 3, pp. 376-390, Sep. 2007. (Pubitemid 47290573)
    • (2007) IEEE Transactions on Information Forensics and Security , vol.2 , Issue.3 , pp. 376-390
    • Monga, V.1    Mihcak, M.K.2
  • 48
    • 84871731919 scopus 로고    scopus 로고
    • Hyperspectral image classificationusing dictionary-based sparse representation
    • Jan.
    • Y. Chen, N. M. Nasrabadi, and T. D. Tran, "Hyperspectral image classificationusing dictionary-based sparse representation," IEEE Trans.Geosci. Remote Sens., vol. 51, no. 1, pp. 217-231, Jan. 2013.
    • (2013) IEEE Trans.Geosci. Remote Sens. , vol.51 , Issue.1 , pp. 217-231
    • Chen, Y.1    Nasrabadi, N.M.2    Tran, T.D.3
  • 49
    • 77953322499 scopus 로고    scopus 로고
    • Joint covariate selectionand joint subspace selection for multiple classification problems
    • G. Obozinski, B. Taskar, and M. I. Jordan, "Joint covariate selectionand joint subspace selection for multiple classification problems," Stat.Comput., vol. 20, no. 2, pp. 231-252, 2009.
    • (2009) Stat.Comput. , vol.20 , Issue.2 , pp. 231-252
    • Obozinski, G.1    Taskar, B.2    Jordan, M.I.3
  • 50
    • 59749104367 scopus 로고    scopus 로고
    • From sparse solutionsof systems of equations to sparse modeling of signals and images
    • A. M. Bruckstein, D. L. Donoho, and M. Elad, "From sparse solutionsof systems of equations to sparse modeling of signals and images,"SIAM Rev., vol. 51, no. 1, pp. 34-81, 2009.
    • (2009) SIAM Rev. , vol.51 , Issue.1 , pp. 34-81
    • Bruckstein, A.M.1    Donoho, D.L.2    Elad, M.3
  • 51
    • 78651090983 scopus 로고    scopus 로고
    • Fast-minimizationalgorithms and an application in robust face recognition: A review
    • A.Y.Yang,A.Ganesh, S. S. Sastry, and Y. Ma, "Fast- minimizationalgorithms and an application in robust face recognition: A review," inProc. IEEE Int. Conf. Image Process., 2010, pp. 1849-1852.
    • (2010) Proc. IEEE Int. Conf. Image Process. , pp. 1849-1852
    • Yang, A.Y.1    Ganesh, A.2    Sastry, S.S.3    Ma, Y.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.