Acta Optica Sinica, Volume. 33, Issue 10, 1015001(2013)

A Novel Kernel Classification Method via Image Novelty Detection

Sun Yongxuan*, Xie Zhao, and Gao Jun
Author Affiliations
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    References(19)

    [1] [1] M Wu, J Ye. A small sphere and large margin approach for novelty detection using training data with outliers [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2009, 31(11): 2088-2092.

    [2] [2] S M Guo, L C Chen, J S H Tsai. A boundary method for outlier detection based on support vector domain description [J]. IEEE Transactions on Pattern Recognition, 2009, 42(1): 77-83.

    [3] [3] T Cour, B Sapp, C Jordan, et al.. Learning from ambiguously labeled images [C]. Miami: Proceedings of CVPR Workshops IEEE Computer Society, 2009. 919-926.

    [4] [4] A Oliva, A Torralba. Modeling the shape of the scene a holistic representation of the spatial envelope [J]. International Journal in Computer Vision, 2001, 42(3): 145-175.

    [5] [5] A Oliva, A Torralba. Building the gist of a scene: the role of global image features in recognition [J]. Progress in Brain Research: Visual Perception, 2006, 155(1): 23-36.

    [6] [6] M Ranzato, Huang Fujie, Y Boureau, et al.. Unsupervised learning of invariant feature hierarchies with applications to object recognition [C]. Minneapolis: Proceedings of CVPR, IEEE Computer Society, 2007. 31-39.

    [7] [7] K Kavukcuoglu, M Ranzato, R Fergus, et al.. Learning invariant features through topographic filter maps [C]. Miami: Proceedings of CVPR IEEE Computer Society, 2009. 1605-1612.

    [8] [8] F F Li, P Perona. A bayesian hierarchical model for learning natural scene categories [C]. San Diego: Proc of CVPR IEEE Computer Society, 2005. 524-531.

    [9] [9] S Lazebnik, C Schmid. Beyond bags of features: spatial pyramid matching for recognizing natural scene categories [C]. New York: Proc of CVPR IEEE Conf on Computer Society, 2006. 2169-2178.

    [10] [10] J C Yang, K Yu, F J Lü, et al.. Locality-constrained linear coding for image classification [C]. San Francisco: Proceedings of CVPR IEEE Conf on Computer Society, 2010. 3360-3367.

    [11] [11] J C Yang, K Yu, Y H Gong, et al.. Linear spatial pyramid matching using sparse coding for image classification [C]. Miami: Proceedings of CVPR IEEE Computer Society, 2009. 1794-1801.

    [12] [12] C Kanan, G W Cottrell. Robust classification of objects faces and flowers using natural image statistics [C]. San Francisco: Proceedings of CVPR IEEE Computer Society, 2010. 2472-2479.

    [13] [13] A Hyvrinen. Statistical models of natural images and cortical visual representation [J]. Topics in Cognitive Science, 2010, 2(2): 251-264.

    [14] [14] Song Lin, Chen Yongmei, Zhao Yongqiang. Hyper-spectrum classification based on sparse representation model and auto-regressive model [J]. Acta Optica Sinica, 2012, 32(3): 0330003.

    [15] [15] Zhao Chunhui, Qi Bin, Zhang Yi. Hyperspectral image classification based on variational relevance vector machine [J]. Acta Optica Sinica, 2012, 32(8): 0828004.

    [16] [16] D Weinshall, A Zweig, H Hermansky, et al.. Beyond novelty detection: incongruent events, when general and specific classifiers disagree [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012, 34(10): 1886-1901.

    [17] [17] B J Frey, D Dueck. Clustering by passing messages between data points [J]. Science, 2007, 315(5814): 972-976.

    [18] [18] D F Qin, S Gammeter, L Bossard, et al.. Hello neighbor: accurate object retrieval with k-reciprocal nearest neighbors [C]. Colorado Springs: Proceedings of CVPR IEEE Computer Society, 2011. 777-784.

    [19] [19] T Ojala, M Pietikainen, T Maenpaa. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns [J]. IEEE Trans on Pattern Analysis and Machine Intelligence, 2002, 24(7): 971-987.

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    Sun Yongxuan, Xie Zhao, Gao Jun. A Novel Kernel Classification Method via Image Novelty Detection[J]. Acta Optica Sinica, 2013, 33(10): 1015001

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    Paper Information

    Category: Machine Vision

    Received: Apr. 28, 2013

    Accepted: --

    Published Online: Aug. 28, 2013

    The Author Email: Yongxuan Sun (syx@hfut.edu.cn)

    DOI:10.3788/aos201333.1015001

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