Laser & Optoelectronics Progress, Volume. 54, Issue 8, 81004(2017)

An Extraction Algorithm of Remote Sensing Information Based on Similarity Measurement for Superpixel Regions

Yan Qi1,2、*, Li Hui1, Jing Linhai1, Tang Yunwei1, and Ding Haifeng1
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    References(36)

    [1] [1] Li Deren, Zhang Liangpei, Xia Guisong. Automatic analysis and mining of remote sensing big data[J]. Acta Geodaetica et Cartographica Sinica, 2014, 43(12): 1211-1216.

    [2] [2] Wang Rong. Information extraction method research of high resolution remote sensing image[D]. Lanzhou: Lanzhou Jiaotong University, 2013.

    [4] [4] Li Z Q, Chen J S. Superpixel segmentation using linear spectral clustering[C]. IEEE Conference on Computer Vision and Pattern Recognition, 2015: 1356-1363.

    [5] [5] Wang X F, Min H, Zou L, et al. A novel level set method for image segmentation by incorporating local statistical analysis and global similarity measurement[J]. Pattern Recognition, 2015, 48(1): 189-204.

    [6] [6] Desimone R, Duncan J. Neural mechanisms of selective visual attention[J]. Annual Review of Neuroscience, 1995, 18(1): 193-222.

    [7] [7] Zhang Libao, Zhang Jue. A new adaptive fusion method based on saliency analysis for remote sensing images[J]. Chinese J Lasers, 2015, 42(1): 0114001.

    [8] [8] Itti L, Koch C, Niebur E. A model of saliency-based visual attention for rapid scene analysis[J]. IEEE Transactions on Pattern Analysisand Machine Intelligence, 1998, 20(11): 1254-1259.

    [9] [9] Achanta R, Estrada F, Wils P, et al. Salient region detection and segmentation[C]. International Conference on Computer Vision Systems, 2008: 66-75.

    [10] [10] Achanta R, Hemami S, Estrada F, et al. Frequency-tuned salient region detection[C]. IEEE Conference on Computer Vision and Pattern Recognition, 2009: 1597-1604.

    [11] [11] Harel J, Koch C, Perona P. Graph-based visual saliency[C]. Proceedings of the 19th International Conference on Neural Information Processing Systems, 2006: 545-552.

    [12] [12] Song Xiyi, Zhou Lili, Li Zhongguo, et al. Review on superpixel methods in image segmentation[J]. Journal of Image and Graphics, 2015, 20(5): 0599-0608.

    [13] [13] Shi J, Malik J. Normalizedcuts and image segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000, 22(8): 888-905.

    [14] [14] Vincent L, Soille P. Watersheds in digital spaces: an efficient algorithm based on immersion simulations[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991, 13(6): 583-598.

    [15] [15] Comaniciu D, Meer P. Mean shift: a robust approach toward feature space analysis[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002, 24(5): 603--619.

    [16] [16] Achanta R, Shaji A, Smith K, et al. SLIC superpixels[R]. EPFL Technical Report, 2010: 149300.

    [17] [17] Achanta R, Shaji A, Smith K,et al. SLIC superpixels compared to state-of-the-art superpixel methods[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012, 34(11): 2274-2282.

    [18] [18] Liu Baosheng, Yan Liping, Zhou Donghua. Comparison of some classical similarity measures[J]. Application Research of Computers, 2006, 23(11): 1-3.

    [19] [19] Chen Weibing. Comparison of matching capabilities in similarity measurements[J]. Journal of Computer Applications, 2010, 30(1): 98-110.

    [20] [20] Zhang J, Korfhage R R. A distance and angle similarity measure method[J]. Journal of theAmerican Society for Information Science, 1999, 50(9): 772-778.

    [21] [21] Zitova B, Flusser J. Image registration methods: a survey[J]. Imageand Vision Computing, 2003, 21(11): 977-1000.

    [22] [22] Yan Yu, Sun Jinyao. An improved-SLIC algorithm based on regional re-division[J]. Laser Journal, 2016, 37(8): 129-133.

    [23] [23] Xu Mingzi, Lü Li, Li Xiwang. Topic-focused web crawler system[J]. Computer Systems and Applications, 2013, 22(7): 36-39.

    [24] [24] Liu Yuehu, Wang Fei, Liu Xiaodong, et al. A feature matrix similarity measure method and its application to image retrieval[J]. Pattern Recognition and Artificial Intelligence, 2006, 19(4): 497-502.

    [25] [25] Zhang Yujin. Image processing and analysis technology[M]. Beijing: Higher Education Press, 2008.

    [26] [26] Duan Shan, Wang Xiaofan, Zhang Hong. Research on method of similarity measure for images[J]. Journal of South-Central University for Nationalities (Natural Science Edition), 2016, 35(4): 121-125.

    [27] [27] Hu Yuxi, Li Yikun, Yang Shuwen, et al. Content-based urban area image retrieval in remote sensing image database[J]. Remote Sensing for Land and Resources, 2016, 28(3): 67-72.

    [28] [28] Zhang min, Feng Xiaohong. Image retrieval based on two-step similarity measure[J]. Journal of Nanjing University of Posts and Telecommunications (Natural Science), 2010, 30(6): 101-106.

    [29] [29] Mardones T, Allende H, Moraga C. Leveraging similarities and structure for dense representations combination in image retrieval[J]. Journal of Visual Communication and Image Representation, 2016, 38: 641-657.

    [30] [30] Li X. Image retrieval based on perceptive weighted color blocks[J]. Pattern Recognition Letters, 2003, 24(12): 1935-1941.

    [32] [32] Zhang Yaya, Liu Xiaowei, Liu Futai, et al. Color image segmentation based on improved SLIC method[J]. Computer Engineering, 2015, 41(4): 205-209.

    [33] [33] Otsu N. Athreshold selection method from gray-level histograms[J]. IEEE Transactions on Systems Man and Cybernetics, 1979, 9(1): 62-66.

    [34] [34] Tan X Y, Triggs B. Fusing gabor and LBP feature sets for kernel-based face recognition[C]. International Workshop on Analysis and Modeling of Faces and Gestures, 2007: 235-249.

    [35] [35] Tu Xiaopo. Image saliency and its evaluation[D]. Nanjing: Nanjing University of Aeronautics and Astronautics, 2011.

    [36] [36] Wen Qi, Li Lingling, Liu Qingjie, et al. A man-made object area extraction method based on visual saliency detection and graph-cut segmentation for high resolution remote sensing imagery[J]. Acta Geodaetica et Cartographica Sinica, 2013, 42(6): 831-837.

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    Yan Qi, Li Hui, Jing Linhai, Tang Yunwei, Ding Haifeng. An Extraction Algorithm of Remote Sensing Information Based on Similarity Measurement for Superpixel Regions[J]. Laser & Optoelectronics Progress, 2017, 54(8): 81004

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    Paper Information

    Category: Image Processing

    Received: Mar. 10, 2017

    Accepted: --

    Published Online: Aug. 2, 2017

    The Author Email: Yan Qi (yanqi@radi.ac.cn)

    DOI:10.3788/lop54.081004

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