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Volumn , Issue , 2017, Pages

A medical image fusion method based on convolutional neural networks

Author keywords

[No Author keywords available]

Indexed keywords

CONVOLUTION; INFORMATION FUSION; MEDICAL IMAGING; NEURAL NETWORKS;

EID: 85029427610     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.23919/ICIF.2017.8009769     Document Type: Conference Paper
Times cited : (345)

References (33)
  • 1
    • 84897986730 scopus 로고    scopus 로고
    • Medical image fusion: A survey of the state of the art
    • A. James and B. Dasarathy, "Medical image fusion: a survey of the state of the art, " Information Fusion, vol. 19, pp. 4-19, 2014.
    • (2014) Information Fusion , vol.19 , pp. 4-19
    • James, A.1    Dasarathy, B.2
  • 2
    • 55949126595 scopus 로고    scopus 로고
    • Multimodality medical image fusion based on multiscale geometric analysis of contourlet transform
    • L. Yang, B. Guo, and W. Ni, "Multimodality medical image fusion based on multiscale geometric analysis of contourlet transform, " Neurocomputing, vol. 72, pp. 203-211, 2008.
    • (2008) Neurocomputing , vol.72 , pp. 203-211
    • Yang, L.1    Guo, B.2    Ni, W.3
  • 3
    • 39749178399 scopus 로고    scopus 로고
    • Medical image fusion using m-pcnn
    • Z. Wang and Y. Ma, "Medical image fusion using m-pcnn, " Information Fusion, vol. 9, pp. 176-185, 2008.
    • (2008) Information Fusion , vol.9 , pp. 176-185
    • Wang, Z.1    Ma, Y.2
  • 4
    • 80053987231 scopus 로고    scopus 로고
    • Pixel-level image fusion with simultaneous orthogonal matching pursuit
    • B. Yang and S. Li, "Pixel-level image fusion with simultaneous orthogonal matching pursuit, " Information Fusion, vol. 13, pp. 10-19, 2012.
    • (2012) Information Fusion , vol.13 , pp. 10-19
    • Yang, B.1    Li, S.2
  • 5
    • 84870520820 scopus 로고    scopus 로고
    • Group-sparse representation with dictionary learning for medical image denoising and fusion
    • S. Li, H. Yin, and L. Fang, "Group-sparse representation with dictionary learning for medical image denoising and fusion, " IEEE Transactions on Biomedical Engineering, vol. 59, pp. 3450-3459, 2012.
    • (2012) IEEE Transactions on Biomedical Engineering , vol.59 , pp. 3450-3459
    • Li, S.1    Yin, H.2    Fang, L.3
  • 6
    • 84880816676 scopus 로고    scopus 로고
    • Directive contrast based multimodal medical image fusion in nsct domain
    • Z. L. G. Bhatnagar, Q. Wu, "Directive contrast based multimodal medical image fusion in nsct domain, " IEEE Transactions on Multimedia, vol. 15, pp. 1014-1024, 2013.
    • (2013) IEEE Transactions on Multimedia , vol.15 , pp. 1014-1024
    • Bhatnagar, Z.L.G.1    Wu, Q.2
  • 7
    • 84878331557 scopus 로고    scopus 로고
    • Image fusion with guided filtering
    • S. Li, X. Kang, and J. Hu, "Image fusion with guided filtering, " IEEE Transactions on Image Processing, vol. 22, no. 7, pp. 2864-2875, 2013.
    • (2013) IEEE Transactions on Image Processing , vol.22 , Issue.7 , pp. 2864-2875
    • Li, S.1    Kang, X.2    Hu, J.3
  • 8
    • 84875145188 scopus 로고    scopus 로고
    • Cross-scale coefficient selection for volumetric medical image fusion
    • R. Shen, I. Cheng, and A. Basu, "Cross-scale coefficient selection for volumetric medical image fusion, " IEEE Transactions on Biomedical Engineering, vol. 60, pp. 1069-1079, 2013.
    • (2013) IEEE Transactions on Biomedical Engineering , vol.60 , pp. 1069-1079
    • Shen, R.1    Cheng, I.2    Basu, A.3
  • 9
    • 84897983786 scopus 로고    scopus 로고
    • Fusion of multimodal medical images using daubechies complex wavelet transform c a multiresolution approach
    • R. Singh and A. Khare, "Fusion of multimodal medical images using daubechies complex wavelet transform c a multiresolution approach, " Information Fusion, vol. 19, pp. 49-60, 2014.
    • (2014) Information Fusion , vol.19 , pp. 49-60
    • Singh, R.1    Khare, A.2
  • 10
    • 84891620052 scopus 로고    scopus 로고
    • Multimodal medical volumetric data fusion using 3-d discrete shearlet transform and global-to-local rule
    • L. Wang, B. Li, and L. Tan, "Multimodal medical volumetric data fusion using 3-d discrete shearlet transform and global-to-local rule, " IEEE Transactions on Biomedical Engineering, vol. 61, pp. 197-206, 2014.
    • (2014) IEEE Transactions on Biomedical Engineering , vol.61 , pp. 197-206
    • Wang, L.1    Li, B.2    Tan, L.3
  • 11
    • 84904213617 scopus 로고    scopus 로고
    • A novel approach for multimodal medical image fusion
    • Z. Liu, H. Yin, Y. Chai, and S. Yang, "A novel approach for multimodal medical image fusion, " Expert Systems with Applications, vol. 41, pp. 7425-7435, 2014.
    • (2014) Expert Systems with Applications , vol.41 , pp. 7425-7435
    • Liu, Z.1    Yin, H.2    Chai, Y.3    Yang, S.4
  • 12
    • 84924044486 scopus 로고    scopus 로고
    • A new contrast based multimodal medical image fusion framework
    • G. Bhatnagar, Q. Wu, and Z. Liu, "A new contrast based multimodal medical image fusion framework, " Neurocomputing, vol. 157, pp. 143-152, 2015.
    • (2015) Neurocomputing , vol.157 , pp. 143-152
    • Bhatnagar, G.1    Wu, Q.2    Liu, Z.3
  • 13
    • 85027936737 scopus 로고    scopus 로고
    • A general framework for image fusion based on multi-scale transform and sparse representation
    • Y. Liu, S. Liu, and Z. Wang, "A general framework for image fusion based on multi-scale transform and sparse representation, " Information Fusion, vol. 24, no. 1, pp. 147-164, 2015.
    • (2015) Information Fusion , vol.24 , Issue.1 , pp. 147-164
    • Liu, Y.1    Liu, S.2    Wang, Z.3
  • 14
    • 84939967250 scopus 로고    scopus 로고
    • Robust multi-modal medical image fusion via anisotropic heat diffusion guided low-rank structural analysis
    • Q. Wang, S. Li, H. Qin, and A. Hao, "Robust multi-modal medical image fusion via anisotropic heat diffusion guided low-rank structural analysis, " Information Fusion, vol. 26, pp. 103-121, 2015.
    • (2015) Information Fusion , vol.26 , pp. 103-121
    • Wang, Q.1    Li, S.2    Qin, H.3    Hao, A.4
  • 15
    • 84928618797 scopus 로고    scopus 로고
    • Simultaneous image fusion and denosing with adaptive sparse representation
    • Y. Liu and Z. Wang, "Simultaneous image fusion and denosing with adaptive sparse representation, " IET Image Process., vol. 9, no. 5, pp. 347-357, 2015.
    • (2015) IET Image Process , vol.9 , Issue.5 , pp. 347-357
    • Liu, Y.1    Wang, Z.2
  • 16
    • 84963808246 scopus 로고    scopus 로고
    • Multimodal sensor medical image fusion based on type-2 fuzzy logic in nsct domain
    • Y. Yang, Y. Que, S. Huang, and P. Lin, "Multimodal sensor medical image fusion based on type-2 fuzzy logic in nsct domain, " IEEE Sensors Journal, vol. 16, pp. 3735-3745, 2016.
    • (2016) IEEE Sensors Journal , vol.16 , pp. 3735-3745
    • Yang, Y.1    Que, Y.2    Huang, S.3    Lin, P.4
  • 17
    • 84977934911 scopus 로고    scopus 로고
    • Union laplacian pyramid with multiple features for medical image fusion
    • J. Du, W. Li, B. Xiao, and Q. Nawaz, "Union laplacian pyramid with multiple features for medical image fusion, " Neurocomputing, vol. 194, pp. 326-339, 2016.
    • (2016) Neurocomputing , vol.194 , pp. 326-339
    • Du, J.1    Li, W.2    Xiao, B.3    Nawaz, Q.4
  • 19
    • 0000434315 scopus 로고
    • A morphological pyramidal image decomposition
    • A. Toet, "A morphological pyramidal image decomposition, " Pattern Recognition Letters, vol. 9, no. 4, pp. 255-261, 1989.
    • (1989) Pattern Recognition Letters , vol.9 , Issue.4 , pp. 255-261
    • Toet, A.1
  • 20
    • 0028975378 scopus 로고
    • Multisensor image fusion using the wavelet transform
    • H. Li, B. Manjunath, and S. Mitra, "Multisensor image fusion using the wavelet transform, " Graphical Models and Image Processing, vol. 57, no. 3, pp. 235-245, 1995.
    • (1995) Graphical Models and Image Processing , vol.57 , Issue.3 , pp. 235-245
    • Li, H.1    Manjunath, B.2    Mitra, S.3
  • 22
    • 85005999434 scopus 로고    scopus 로고
    • Image fusion with convolutional sparse representation
    • Y. Liu, X. Chen, R. Ward, and Z. Wang, "Image fusion with convolutional sparse representation, " IEEE Signal Processing Letters, vol. 23, no. 12, pp. 1882-1886, 2016.
    • (2016) IEEE Signal Processing Letters , vol.23 , Issue.12 , pp. 1882-1886
    • Liu, Y.1    Chen, X.2    Ward, R.3    Wang, Z.4
  • 23
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based leaning applied to document recognition
    • Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based leaning applied to document recognition, " Proceedings of The IEEE, vol. 86, no. 11, pp. 2278-2324, 1998.
    • (1998) Proceedings of the IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • LeCun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 24
    • 85002945898 scopus 로고    scopus 로고
    • Multi-focus image fusion with a deep convolutional neural network
    • Y. Liu, X. Chen, J. Cheng, H. Peng, and Z. Wang, "Multi-focus image fusion with a deep convolutional neural network, " Information Fusion, vol. 36, pp. 191-207, 2017.
    • (2017) Information Fusion , vol.36 , pp. 191-207
    • Liu, Y.1    Chen, X.2    Cheng, J.3    Peng, H.4    Wang, Z.5
  • 29
    • 80455173874 scopus 로고    scopus 로고
    • A non-reference image fusion metric based on mutual information of image features
    • M. Haghighat, A. Aghagolzadeh, and H. Seyedarabi, "A non-reference image fusion metric based on mutual information of image features, " Computers and Electrical Engineering, vol. 37, pp. 744-756, 2011.
    • (2011) Computers and Electrical Engineering , vol.37 , pp. 744-756
    • Haghighat, M.1    Aghagolzadeh, A.2    Seyedarabi, H.3
  • 30
    • 0033908184 scopus 로고    scopus 로고
    • Objective image fusion performance measure
    • C. S. Xydeas and V. S. Petrovic, "Objective image fusion performance measure, " Electronics Letters, vol. 36, no. 4, pp. 308-309, 2000.
    • (2000) Electronics Letters , vol.36 , Issue.4 , pp. 308-309
    • Xydeas, C.S.1    Petrovic, V.S.2
  • 32
    • 84880331058 scopus 로고    scopus 로고
    • A new image fusion performance metric based on visual information fidelity
    • Y. Han, Y. Cai, Y. Cao, and X. Xu, "A new image fusion performance metric based on visual information fidelity, " Information Fusion, vol. 14, pp. 127-135, 2013.
    • (2013) Information Fusion , vol.14 , pp. 127-135
    • Han, Y.1    Cai, Y.2    Cao, Y.3    Xu, X.4
  • 33
    • 85029429821 scopus 로고    scopus 로고
    • http://www.med.harvard.edu/AANLIB/.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.