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Volume 39 Issue 8
Aug.  2017
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WANG Chenyuan, WU Bin, WANG Hongqi. Geometric Parameters Extraction of Building Based on Shape Prior[J]. Journal of Electronics & Information Technology, 2017, 39(8): 1848-1856. doi: 10.11999/JEIT161224
Citation: WANG Chenyuan, WU Bin, WANG Hongqi. Geometric Parameters Extraction of Building Based on Shape Prior[J]. Journal of Electronics & Information Technology, 2017, 39(8): 1848-1856. doi: 10.11999/JEIT161224

Geometric Parameters Extraction of Building Based on Shape Prior

doi: 10.11999/JEIT161224
Funds:

The National Natural Science Foundation of China (61302170)

  • Received Date: 2016-11-14
  • Rev Recd Date: 2017-03-27
  • Publish Date: 2017-08-19
  • Due to algorithms for buildings geometric parameters extraction from single high remote sensing image usually suffer from disturbances of background, noise and intensity similarity, resulting in wrong extraction results. In this paper, a novel variational level set model is proposed based on shape prior which integrates edge, gray, and shape prior including roof and facade, to extract buildings geometric parameters from a single high resolution remote sensing image. Experimental results show that the proposed method can extract buildings geometric parameters accurately. Moreover, it has strong robustness with respect to the disturbance of facade due to the more sufficient utilization of the whole shape prior.
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  • IRVIN R B and MCKEOWN D M. Methods for exploiting the relationship between buildings and their shadows in aerial imagery[C]. International Society for Optics and Photonics, Los Angeles, USA, 1989: 1564-1575.
    CHAUDHURI D, KUSHWAHA N K, SAMAL A, et al. Automatic building detection from high-resolution satellite images based on morphology and internal gray variance[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9(5): 1767-1779. doi: 10.1109/jstars.2015.2425655.
    WANG Jun, YANG Xiucheng, QIN Xuebin, et al. An efficient approach for automatic rectangular building extraction from very high resolution optical satellite imagery[J]. IEEE Geoscience and Remote Sensing Letters, 2015, 12(3): 487-491. doi: 10.1109/LGRS.2014.2347332.
    HAN Feng and ZHU Songchun. Automatic single view building reconstruction by integrating segmentation[C]. IEEE Conference on Computer Vision Pattern Recognition, Washington, D.C., USA, 2004: 53-59.
    吕东岳, 黄志蓓, 陶冠宏, 等. 使用简易深度成像设备的高尔夫挥杆动态贝叶斯网络三维重建[J]. 电子与信息学报, 2015, 37(9): 2076-2081. doi: 10.11999/JEIT150165.
    L Dongyue, HUANG Zhipei, TAO Guanhong, et al. Dynamic bayesian network model based golf swing 3D reconstruction using simple depth imaging device[J]. Journal of Electronics Information Technology, 2015, 37(9): 2076-2081. doi: 10.11999/JEIT150165.
    STASSOPOULOU A and CAELLI T. Building detection using bayesian networks[J]. International Journal of Pattern Recognition and Artificial Intelligence, 2000, 14(6): 715-733. doi: 10.1142/s0218001400000477.
    YANG Pingl, ZHOU Zeming, HUANG Sixun, et al. Segmentation for remote sensing image with shape and spectrum prior[J]. Neurocomputing, 2016, 216: 746-755. doi: 10.1016/j.neucom.2016.08.035.
    KASS M, WITKIN A, and TERZOPOULOS D. Snakes: Active contour models[J]. International Journal of Computer Vision, 1988, 1(4): 321-331. doi: 10.1007/BF00133570.
    XU Chenyang and PRINCE J. Gradient vector flow: A new external force for snakes[C]. IEEE Computer Society Conference on Computer Vision Pattern Recognition, San Juan, Puerto Rico, 1997: 66-71.
    CASELLES V, CATTE F, COLL T, et al. A geometric model for active contours in image processing[J]. Numerische Mathematik, 1993, 66(1): 1-31. doi: 10.1007/BF01385685.
    LI Chunming, XU Chenyang, GUI Changfeng, et al. Distance regularized level set evolution and its application to image segmentation[J]. IEEE Transactions on Image Processing, 2010, 19(12): 3243-3254. doi: 10.1109/TIP.2010.2096950.
    CHAN T and VESE L. Active contours without edges[J]. IEEE Transactions on Image Processing, 2001, 10(2): 266-277. doi: 10.1109/83.902291.
    MUMFORD D and SHAH J. Optimal approximations by piecewise smooth functions and associated variational problems[J]. Communications on Pure Applied Mathematics, 1989, 42(5): 577-685. doi: 10.1002/cpa. 3160420503.
    LEVENTON M, GRIMSON W, and FAUGERAS O. Statistical shape influence in geodesic active contours[C]. IEEE Conference on Computer Vision Pattern Recognition (CVPR), Hilton Head Island, USA, 2000: 316-323.
    LI Zhongbin, LIU Zhizhao, and SHI Wenzhong. A fast level set algorithm for building roof recognition from high spatial resolution panchromatic images[J]. IEEE Geoscience and Remote Sensing Letters, 2014, 11(4): 743-747. doi: 10.1109/ LGRS.2013.2278342.
    田昊, 杨剑, 汪彦明. 基于先验形状约束水平集模型的建筑物提取方法[J]. 自动化学报, 2010, 36(11): 1502-1511. doi: 10.3724/SP.J.1004.2010.01502.
    TIAN Hao, YANG Jian, and WANG Yanming. Towards automatic building extraction: Variational level set model using prior shape knowledge[J]. Journal of Automatica Sinica, 2010, 36(11): 1502-1511. doi: 10.3724/SP.J.1004.2010.01502.
    PRISACARIU V A, KAHLER O, MURRAY D W, et al. Real-time 3D tracking and reconstruction on mobile phones[J]. IEEE Transactions on Visualization and Computer Graphics, 2015, 21(5): 557-570. doi: 10.1109/TVCG.2014. 2355207.
    PARAGIOS N, ROUSSON M, and RAMESH V. Matching distance function: A shape-to-are variational approach for global-to-local registration[C]. European Conference on Computer Vison (ECCV), Copenhangen, Denmark, 2002: 775-789.
    杜平, 徐大为, 刘重庆. 飞机飞行姿态仿真的研究[J]. 红外与激光工程, 2000, 29(5): 1-4. doi: 10.3969/j.issn.1007-2276. 2000.05.001.
    DU Ping, XU Dawei, and LIU Chongqing. Research of simulation of aircraft status[J]. Infrared and Laser Engineering, 2000, 29(5): 1-4. doi: 10.3969/j.issn.1007-2276. 2000.05.001.
    AUBERT G and KORNPROBST P. Mathematical problems in image processing: partial differential equations and the calculus of variations[J]. Applied Intelligence, 2002, 40(2): 291-304. doi: 10.1007/b97428.
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