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Volumn 10140, Issue , 2017, Pages

Heterogeneity characterization of immunohistochemistry stained tissue using convolutional autoencoder

Author keywords

Convolutional autoencoders; Dimensionality reduction; Medical imaging; Tissue heterogeneity; Unsupervised deep learning

Indexed keywords

CONVOLUTION; FEATURE EXTRACTION; GRADING; IMAGE PROCESSING; LEARNING SYSTEMS; PATHOLOGY; TISSUE;

EID: 85020295256     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.2256238     Document Type: Conference Paper
Times cited : (3)

References (17)
  • 1
    • 84978371441 scopus 로고    scopus 로고
    • A computational framework for disease grading using protein signatures
    • Zerhouni, E., Prisacari, B., Zhong, Q., Wild, P., and Gabrani, M., "A computational framework for disease grading using protein signatures," in [ISBI], (2016).
    • (2016) ISBI
    • Zerhouni, E.1    Prisacari, B.2    Zhong, Q.3    Wild, P.4    Gabrani, M.5
  • 2
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features from scale-invariant keypoints
    • Nov.
    • Lowe, D. G., "Distinctive image features from scale-invariant keypoints," Int. J. Comput. Vision (Nov. 2004).
    • (2004) Int. J. Comput. Vision
    • Lowe, D.G.1
  • 3
    • 84876231242 scopus 로고    scopus 로고
    • Imagenet classification with deep convolutional neural networks
    • Krizhevsky, A., Sutskever, I., and Hinton, G. E., "Imagenet classification with deep convolutional neural networks," in [NIPS], (2012).
    • (2012) NIPS
    • Krizhevsky, A.1    Sutskever, I.2    Hinton, G.E.3
  • 7
    • 0021583718 scopus 로고
    • FCM: The fuzzy c-means clustering algorithm
    • Bezdek, J., Ehrlich, R., and Full, W., "FCM: The fuzzy c-means clustering algorithm," Computers & Geosciences 10(2-3), 191-203 (1984).
    • (1984) Computers & Geosciences , vol.10 , Issue.2-3 , pp. 191-203
    • Bezdek, J.1    Ehrlich, R.2    Full, W.3
  • 9
    • 0000325341 scopus 로고
    • On lines and planes of closest fit to systems of points in space
    • Pearson, K., "On lines and planes of closest fit to systems of points in space," Philosophical Magazine 2(6), 559-572 (1901).
    • (1901) Philosophical Magazine , vol.2 , Issue.6 , pp. 559-572
    • Pearson, K.1
  • 10
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • May
    • Hyvärinen, A. and Oja, E., "Independent component analysis: Algorithms and applications," Neural Netw. 13, 411-430 (May 2000).
    • (2000) Neural Netw. , vol.13 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 13
    • 85152631406 scopus 로고
    • Signal detection theory: Valuable tools for evaluating inductive learning
    • Morgan Kaufmann Publishers Inc., San Francisco, CA, USA
    • Spackman, K. A., "Signal detection theory: Valuable tools for evaluating inductive learning," in [Proceedings of the Sixth International Workshop on Machine Learning], 160-163, Morgan Kaufmann Publishers Inc., San Francisco, CA, USA (1989).
    • (1989) Proceedings of the Sixth International Workshop on Machine Learning , pp. 160-163
    • Spackman, K.A.1
  • 14
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., "Random forests," Machine learning 45(1), 5-32 (2001).
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 15
    • 0001138328 scopus 로고
    • A K-means clustering algorithm
    • Hartigan, J. A. and Wong, M. A., "A K-means clustering algorithm," Applied Statistics 28, 100-108 (1979).
    • (1979) Applied Statistics , vol.28 , pp. 100-108
    • Hartigan, J.A.1    Wong, M.A.2
  • 16
    • 84862283411 scopus 로고    scopus 로고
    • An analysis of single-layer networks in unsupervised feature learning
    • Gordon, G., Dunson, D., and Dudk, M., eds., JMLR Workshop and Conference Proceedings 15, , JMLR W&CP
    • Coates, A., Lee, H., and Ng, A., "An analysis of single-layer networks in unsupervised feature learning," in [Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics ], Gordon, G., Dunson, D., and Dudk, M., eds., JMLR Workshop and Conference Proceedings 15, 215-223, JMLR W&CP (2011).
    • (2011) Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics , pp. 215-223
    • Coates, A.1    Lee, H.2    Ng, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.