Context Aware Modification on the Object Based Image Analysis

作者: Fatemeh Tabib Mahmoudi , Farhad Samadzadegan , Peter Reinartz

DOI: 10.1007/S12524-015-0453-5

关键词:

摘要: Spectral similarities, spatial adjacencies and complex relationships between various object types lead to the recognition difficulties ambiguities in urban areas. Using a knowledge base containing contextual information together with higher levels of modifications based image analysis may improve results such situation. In this paper, composed regions’ internal external context are utilized for classification modification on pre-defined segmented regions very high resolution (VHR) remotely sensed imagery. proposed methodology, defining region’s each regions, (OBIA) is performed. Then, wrongly classified due defined mutual dependencies neighboring image. Evaluation capabilities aware methodology performed WorldView-2 satellite imagery over Rio de Janeiro Brazil digital surface model. The obtained represent that using some spectral mistakes generating rules decreased.

参考文章(20)
Thomas Blaschke, Stefan Lang, Geoffrey Hay, None, Object-Based Image Analysis: Spatial Concepts for Knowledge-Driven Remote Sensing Applications Springer. ,(2008)
E. Ivits, B. Koch, T. Blaschke, M. Jochum, P. Adler, Landscape structure assessment with image grey-values and object-based classification at three spatial resolutions International Journal of Remote Sensing. ,vol. 26, pp. 2975- 2993 ,(2005) , 10.1080/01431160500057798
Anne Jacquin, Lucie Misakova, Michel Gay, A hybrid object-based classification approach for mapping urban sprawl in periurban environment Landscape and Urban Planning. ,vol. 84, pp. 152- 165 ,(2008) , 10.1016/J.LANDURBPLAN.2007.07.006
T. Blaschke, Object based image analysis for remote sensing Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 65, pp. 2- 16 ,(2010) , 10.1016/J.ISPRSJPRS.2009.06.004
P. R. Marpu, M. Neubert, H. Herold, I. Niemeyer, Enhanced evaluation of image segmentation results Journal of Spatial Science. ,vol. 55, pp. 55- 68 ,(2010) , 10.1080/14498596.2010.487850
A.S. Laliberte, D.M. Browning, A. Rango, A comparison of three feature selection methods for object-based classification of sub-decimeter resolution UltraCam-L imagery International Journal of Applied Earth Observation and Geoinformation. ,vol. 15, pp. 70- 78 ,(2012) , 10.1016/J.JAG.2011.05.011
Jun Guo, Hui Zhou, Changren Zhu, Cascaded classification of high resolution remote sensing images using multiple contexts Information Sciences. ,vol. 221, pp. 84- 97 ,(2013) , 10.1016/J.INS.2012.09.024