Chinese Journal of Liquid Crystals and Displays, Volume. 35, Issue 5, 471(2020)

Digital image classification algorithm based on LBP and LSSVM

ZHANG Gen-shan*, TIAN Jian-en, and ZHANG Zhe
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    References(13)

    [1] [1] SABOORI A, TORAHIA A, BAKHTYARI H R R. Combining multi-scale textural features from the panchromatic bands of high spatial resolution images with ANN and MLC classification algorithms to extract urban land uses[J]. International Journal of Remote Sensing, 2019, 40(22): 8608-8634.

    [2] [2] ALOM M M Z, YAKOPCIC C, NASRIN M S, et al. Breast cancer classification from histopathological images with inception recurrent residual convolutional neural network[J]. Journal of Digital Imaging, 2019, 32(4): 605-617.

    [3] [3] SUN Y N, XUE B, ZHANG M J, et al. A particle swarm optimization-based flexible convolutional autoencoder for image classification[J]. IEEE Transactions on Neural Networks and Learning Systems, 2019, 30(8): 2295-2309.

    [5] [5] SUEN C Y, LEGAULT R, NADAL C, et al. Building a new generation of handwriting recognition systems[J]. Pattern Recognition Letters, 1993, 14 (4): 303-315.

    [6] [6] MISHKIN D, SERGIEVSKIY N, MATAS J. Systematic evaluation of convolution neural network advances on the Imagenet[J]. Computer Vision and Image Understanding, 2017, 161: 11-19.

    [7] [7] RUSSAKOVSKY O, DENG J, SU H, et al. ImageNet large scale visual recognition challenge[J]. International Journal of Computer Vision, 2015, 115(3): 211-252.

    [8] [8] VAILAYA A, FIGUEIREDO M A T, JAIN A K, et al. Image classification for content-based indexing[J]. IEEE Transactions on Image Processing, 2001, 10(1): 117-130.

    [9] [9] ISCEN A, TOLIAS G, GOSSELIN P H, et al. A comparison of dense region detectors for image search and fine-grained classification[J]. IEEE Transactions on Image Processing, 2015, 24(8): 2369-2381.

    [13] [13] DONG G J, ZHANG J, XU M J,et al. Remote sensing image classification algorithm based on Hopfield neural network[J]. Journal of Institute of Surveying and Mapping, 2003, 20(4): 267-270, 274.

    [14] [14] AHONEN T, HADID A, PIETIKAINEN M. Face description with local binary patterns: application to face recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2006, 28(12): 2037-2041.

    [15] [15] OJALA T, PIETIKAINEN M, MAENPAA T. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002, 24(7): 971-987.

    [16] [16] HEARST M A, DUMAIS S T, OSUNA E, et al. Support vector machines[J]. IEEE Intelligent Systems and their Applications, 1998, 13(4): 18-28.

    [17] [17] SUYKENS J A K, VANDEWALLE J. Chaos control using least‐squares support vector machines[J]. International Journal of Circuit Theory & Applications, 1999, 27(6): 605-615.

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    ZHANG Gen-shan, TIAN Jian-en, ZHANG Zhe. Digital image classification algorithm based on LBP and LSSVM[J]. Chinese Journal of Liquid Crystals and Displays, 2020, 35(5): 471

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    Paper Information

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    Received: Aug. 30, 2019

    Accepted: --

    Published Online: May. 30, 2020

    The Author Email: ZHANG Gen-shan (silverhill@126.com)

    DOI:10.3788/yjyxs20203505.0471

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