光谱学与光谱分析 |
|
|
|
|
|
Building Change Detection Based on Multi-Level Rules Classification with Airborne LiDAR Data and Aerial Images |
GONG Yi-long, YAN Li* |
School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, China |
|
|
Abstract The present paper proposes a new building change detection method combining Lidar point cloud with aerial image, using multi-level rules classification algorithm, to solve building change detection problem between these two kinds of heterogeneous data. Then, a morphological post-processing method combined with area threshold is proposed. Thus, a complete building change detection processing flow that can be applied to actual production is proposed. Finally, the effectiveness of the building change detection method is evaluated, processing the 2010 airborne LiDAR point cloud data and 2009 high resolution aerial image of Changchun City, Jilin province, China; in addition, compared with the object-oriented building change detection method based on support vector machine (SVM) classification, more analysis and evaluation of the suggested method is given. Experiment results show that the performance of the proposed building change detection method is ideal. Its Kappa index is 0.90, and correctness is 0.87, which is higher than the object-oriented building change detection method based on SVM classification.
|
Received: 2014-12-18
Accepted: 2015-03-05
|
|
Corresponding Authors:
YAN Li
E-mail: 2011102140017@whu.edu.cn
|
|
[1] GUAN Hai-yan, DENG Fei, ZHANG Jian-qing, et al(管海燕,邓 非,张剑清,等). Geomatics and Information Science of Wuhan University(武汉大学学报),2009, 34(7):830. [2] Malpica J A, Alonso M C. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Science, 2010 38(8): 853. [3] Leena Matikainen, Harri Kaartinen, Juha Hyypp. Classification Tree Based Building Detection From Laser Scanner and Aerial Image Data. ISPRS Workshop on Laser Scanning 2007 and SilviLaser 2007, Espoo, September 12-14, 2007, Finland: 282. [4] Leena Matikainen, Juha Hyypp, Eero Ahokas, et al. Remote Sensing, 2010, 2: 1217. [5] José A Malpicaa, María C Alonsoa, Francisco Papíb, et al. International Journal of Remote Sensing, 2013 34(5): 1652. [6] Liang-Chien Chena,Li-Jer Lin. Journal of Applied Remote Sensing,2010,4(1): 1. [7] ZHANG Liang, MA Hong-chao, GAO Guang, et al(张 良, 马洪超, 高 广, 等). Acta Geodaetica et Cartographica Sinica(测绘学报), 2014, 43(4):372. |
[1] |
SONG Ruo-xi1, 3, FENG Yi-ning3, CHENG Wei2, WANG Xiang-hai2, 3*. Advance in Hyperspectral Images Change Detection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2354-2362. |
[2] |
CHEN Qiang1, 2, CHEN Yun-hao1, 2*, JIANG Wei-guo1, 3 . The Change Detection of High Spatial Resolution Remotely Sensed Imagery Based on OB-HMAD Algorithm and Spectral Features[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35(06): 1709-1714. |
[3] |
YAN Li, GONG Yi-long*, ZHANG Yi, DUAN Wei . Application of Optical Flow Dynamic Texture in Land Use/Cover Change Detection [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(11): 3056-3061. |
[4] |
GAO Xian-jun, WAN You-chuan, ZHENG Shun-yi, YANG Yuan-wei . Real-Time Automatic Cloud Detection during the Process of Taking Aerial Photographs [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(07): 1909-1913. |
[5] |
YIN Shou-jing, WU Chuan-qing, WANG Qiao*, MA Wan-dong, ZHU Li, YAO Yan-juan, WANG Xue-lei, WU Di . Review of Change Detection Methods Using Multi-Temporal Remotely Sensed Images [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(12): 3339-3342. |
[6] |
WEI Li-fei1, WANG Hai-bo2 . Change Detection from High-Resolution Remote Sensing Image Based on MSE Model [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(03): 728-732. |
[7] |
CAI Jiang-hui, YANG Hai-feng*, ZHAO Xu-jun, ZHANG Ji-fu . A Post-Processing Method of Classification Rule on Stellar Spectra [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(01): 237-240. |
[8] |
LIU Jun1, 2, TIAN Qing-jiu1*, HUANG Yan1, DU Ling-tong1 . Dynamic Monitoring of Summer Maize Planting Information for Spatial and Temporal Variations in Huanghuaihai Plain During 2000—2010 [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2012, 32(09): 2534-2539. |
[9] |
DENG Jin-song1, LI Jun2, WANG Ke1 . Detecting Land Use Change Using PCA-Enhancement and Multi-Source Classifier from SPOT Images [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2009, 29(06): 1627-1631. |
|
|
|
|