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Volumn 2016-October, Issue , 2016, Pages 2560-2567

Breast cancer histopathological image classification using Convolutional Neural Networks

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPLEX NETWORKS; CONVOLUTION; DISEASES; FEEDFORWARD NEURAL NETWORKS; LEARNING ALGORITHMS; LEARNING SYSTEMS; MEDICAL IMAGING; NATURAL LANGUAGE PROCESSING SYSTEMS; NEURAL NETWORKS; OBJECT RECOGNITION; SIGNAL PROCESSING; SPEECH RECOGNITION;

EID: 85007257318     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2016.7727519     Document Type: Conference Paper
Times cited : (902)

References (37)
  • 1
    • 63749101977 scopus 로고    scopus 로고
    • Lyon: IARC
    • P. Boyle and B. Levin, Eds., World Cancer Report 2008. Lyon: IARC, 2008. [Online]. Available: http://www.iarc.fr/en/publications/pdfs-online/wcr/2008/wcr-2008.pdf
    • (2008) World Cancer Report 2008
    • Boyle, P.1    Levin, B.2
  • 4
    • 84883314367 scopus 로고    scopus 로고
    • Computer-aided diagnosis of breast cancer based on fine needle biopsy microscopic images
    • M. Kowal, P. Filipczuk, A. Obuchowicz, J. Korbicz, and R. Monczak, "Computer-aided diagnosis of breast cancer based on fine needle biopsy microscopic images", Computers in Biology and Medicine, vol. 43, no. 10, pp. 1563-1572, 2013.
    • (2013) Computers in Biology and Medicine , vol.43 , Issue.10 , pp. 1563-1572
    • Kowal, M.1    Filipczuk, P.2    Obuchowicz, A.3    Korbicz, J.4    Monczak, R.5
  • 5
    • 84890330111 scopus 로고    scopus 로고
    • Computer-aided breast cancer diagnosis based on the analysis of cytological images of fine needle biopsies
    • P. Filipczuk, T. Fevens, A. Krzyzak, and R. Monczak, "Computer-aided breast cancer diagnosis based on the analysis of cytological images of fine needle biopsies", IEEE Transactions on Medical Imaging, vol. 32, no. 12, pp. 2169-2178, 2013.
    • (2013) IEEE Transactions on Medical Imaging , vol.32 , Issue.12 , pp. 2169-2178
    • Filipczuk, P.1    Fevens, T.2    Krzyzak, A.3    Monczak, R.4
  • 6
    • 84907599127 scopus 로고    scopus 로고
    • Remote computer-aided breast cancer detection and diagnosis system based on cytological images
    • Y. M. George, H. L. Zayed, M. I. Roushdy, and B. M. Elbagoury, "Remote computer-aided breast cancer detection and diagnosis system based on cytological images", IEEE Systems Journal, vol. 8, no. 3, pp. 949-964, 2014.
    • (2014) IEEE Systems Journal , vol.8 , Issue.3 , pp. 949-964
    • George, Y.M.1    Zayed, H.L.2    Roushdy, M.I.3    Elbagoury, B.M.4
  • 7
    • 84885192200 scopus 로고    scopus 로고
    • Breast cancer diagnosis from biopsy images with highly reliable random subspace classifier ensembles
    • Y. Zhang, B. Zhang, F. Coenen, and W. Lu, "Breast cancer diagnosis from biopsy images with highly reliable random subspace classifier ensembles", Machine Vision and Applications, vol. 24, no. 7, pp. 1405-1420, 2013.
    • (2013) Machine Vision and Applications , vol.24 , Issue.7 , pp. 1405-1420
    • Zhang, Y.1    Zhang, B.2    Coenen, F.3    Lu, W.4
  • 10
    • 84968839738 scopus 로고    scopus 로고
    • 2014 American telemedicine association clinical guidelines for telepathology: Another important step in support of increased adoption of telepathology for patient care
    • A. J. Evans, E. A. Krupinski, R. S. Weinstein, and L. Pantanowitz, "2014 american telemedicine association clinical guidelines for telepathology: Another important step in support of increased adoption of telepathology for patient care", Journal of Pathology Informatics, vol. 6, 2015.
    • (2015) Journal of Pathology Informatics , vol.6
    • Evans, A.J.1    Krupinski, E.A.2    Weinstein, R.S.3    Pantanowitz, L.4
  • 13
    • 84930630277 scopus 로고    scopus 로고
    • Deep learning
    • Y. LeCun, Y. Bengio, and G. Hinton, "Deep learning", Nature, vol. 521, pp. 436-444, 2015.
    • (2015) Nature , vol.521 , pp. 436-444
    • LeCun, Y.1    Bengio, Y.2    Hinton, G.3
  • 16
    • 83655163714 scopus 로고    scopus 로고
    • A novel hybrid cnn-SVM classifier for recognizing handwritten digits
    • X. X. Niu and C. Y Suen, "A novel hybrid cnn-svm classifier for recognizing handwritten digits", Pattern Recognition, vol. 45, no. 1318-1325, 2012.
    • (2012) Pattern Recognition , vol.45 , Issue.1318-1325
    • Niu, X.X.1    Suen, C.Y.2
  • 21
    • 84885933775 scopus 로고    scopus 로고
    • Deep feature learning for knee cartilage segmentation using a tripla-nar convolutional neural network
    • ser. Lecture Notes in Computer Science, K. Mori, I. Sakuma, Y Sato, C. Barillot, and N. Navab, Eds. Springer Berlin Heidelberg
    • A. Prasoon, K. Petersen, C. Igel, F. Lauze, E. Dam, and M. Nielsen, "Deep feature learning for knee cartilage segmentation using a tripla-nar convolutional neural network", in Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, ser. Lecture Notes in Computer Science, K. Mori, I. Sakuma, Y Sato, C. Barillot, and N. Navab, Eds. Springer Berlin Heidelberg, 2013, vol. 8150, pp. 246-253.
    • (2013) Medical Image Computing and Computer-assisted Intervention - MICCAI 2013 , vol.8150 , pp. 246-253
    • Prasoon, A.1    Petersen, K.2    Igel, C.3    Lauze, F.4    Dam, E.5    Nielsen, M.6
  • 22
    • 84885929616 scopus 로고    scopus 로고
    • A deep learning architecture for image representation, visual interpretability and automated basal-cell carcinoma cancer detection
    • ser. Lecture Notes in Computer Science, K. Mori, I. Sakuma, Y Sato, C. Barillot, and N. Navab, Eds. Springer Berlin Heidelberg
    • A. Cruz-Roa, J. Arevalo Ovalle, A. Madabhushi, and F. A. Gonzalez Os-orio, "A deep learning architecture for image representation, visual interpretability and automated basal-cell carcinoma cancer detection", in Medical Image Computing and Computer-Assisted Intervention-MICCAI 2013, ser. Lecture Notes in Computer Science, K. Mori, I. Sakuma, Y Sato, C. Barillot, and N. Navab, Eds. Springer Berlin Heidelberg, 2013, vol. 8150, pp. 403-10.
    • (2013) Medical Image Computing and Computer-assisted Intervention-MICCAI 2013 , vol.8150 , pp. 403-410
    • Cruz-Roa, A.1    Arevalo Ovalle, J.2    Madabhushi, A.3    Gonzalez Os-orio, F.A.4
  • 23
    • 84877789057 scopus 로고    scopus 로고
    • Deep neural networks segment neuronal membranes in electron microscopy images
    • P. L. Bartlett, F C. N. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger, Eds., Dec
    • D. C. Ciresan, A. Giusti, L. M. Gambardella, and J. Schmidhuber, "Deep neural networks segment neuronal membranes in electron microscopy images", in Proceedings of 26th Annual Conference on Neural Information Processing Systems 2012(NIPS), P. L. Bartlett, F C. N. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger, Eds., Dec. 2012, pp. 2852-2860. [Online]. Available: http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks
    • (2012) Proceedings of 26th Annual Conference on Neural Information Processing Systems 2012 (NIPS) , pp. 2852-2860
    • Ciresan, D.C.1    Giusti, A.2    Gambardella, L.M.3    Schmidhuber, J.4
  • 25
    • 78049408551 scopus 로고    scopus 로고
    • Evaluation of pooling operations in convolutional architectures for object recognition
    • K. Diamantaras, W. D. Duch, and L. S. Iliadis, Eds. Springer-Verlag, Sep.
    • D. Scherer, A. Milller, and S. Behnke, "Evaluation of pooling operations in convolutional architectures for object recognition", in Proceedings of the 20th International Conference on Artificial Neural Networks: Part III, K. Diamantaras, W. D. Duch, and L. S. Iliadis, Eds. Springer-Verlag, Sep. 2010, pp. 92-101.
    • (2010) Proceedings of the 20th International Conference on Artificial Neural Networks: Part III , pp. 92-101
    • Scherer, D.1    Milller, A.2    Behnke, S.3
  • 26
    • 84876231242 scopus 로고    scopus 로고
    • Imagenet classification with deep convolutional neural networks
    • P. L. Bartlett, F C. N. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger, Eds., Dec
    • A. Krizhevsky, I. Sutskever, and G. E. Hinton, "Imagenet classification with deep convolutional neural networks", in Proceedings of 26th Annual Conference on Neural Information Processing Systems 2012(NIPS), P. L. Bartlett, F C. N. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger, Eds., Dec. 2012, pp. 1106-1114. [Online]. Available: http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks
    • (2012) Proceedings of 26th Annual Conference on Neural Information Processing Systems 2012 (NIPS) , pp. 1106-1114
    • Krizhevsky, A.1    Sutskever, I.2    Hinton, G.E.3
  • 28
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • Y. Lecun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition", Proceedings of the IEEE, vol. 86, pp. 2278-2324, 1998.
    • (1998) Proceedings of the IEEE , vol.86 , pp. 2278-2324
    • Lecun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 29
    • 84921478833 scopus 로고    scopus 로고
    • Stochastic gradient tricks
    • Reloaded, ser. Lecture Notes in Computer Science LNCS 7700, G. Montavon, G. B. Orr, and K.-R. Milller, Eds. Springer
    • L. Bottou, "Stochastic gradient tricks", in Neural Networks, Tricks of the Trade, Reloaded, ser. Lecture Notes in Computer Science (LNCS 7700), G. Montavon, G. B. Orr, and K.-R. Milller, Eds. Springer, 2012, pp. 430-445. [Online]. Available: http://leon. bottou.org/papers/bottou-tricks-2012
    • (2012) Neural Networks, Tricks of the Trade , pp. 430-445
    • Bottou, L.1
  • 31
    • 85007158302 scopus 로고    scopus 로고
    • NVIDIA Corporation. (2015) Nvidia tesla product literature. [Online]. Available: http://www.nvidia.com/object/tesla-product-literature.html
    • (2015) Nvidia Tesla Product Literature
  • 33
    • 0024314288 scopus 로고
    • Gabor filters as texture discriminator
    • I. Fogel and D. Sagi, "Gabor filters as texture discriminator", Biological Cybernetics, vol. 61, pp. 103-113, 1989.
    • (1989) Biological Cybernetics , vol.61 , pp. 103-113
    • Fogel, I.1    Sagi, D.2
  • 35
    • 34147187876 scopus 로고    scopus 로고
    • Fast automated cell phenotype image classification
    • N. A. Hamilton, R. S. Pantelic, K. Hanson, and R. D. Teasdale, "Fast automated cell phenotype image classification", BMC Bioinformatics, vol. 8, 2007. [Online]. Available: http://www.biomedcentral.com/1471-2105/8/110
    • (2007) BMC Bioinformatics , vol.8
    • Hamilton, N.A.1    Pantelic, R.S.2    Hanson, K.3    Teasdale, R.D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.