Urban Built-Up Area Extraction from Landsat TM/ETM plus Images Using   Spectral Information and Multivariate Texture

doi:10.3390/rs6087339

CORC > 北京大学 > 地球与空间科学学院

	Urban Built-Up Area Extraction from Landsat TM/ETM plus Images Using Spectral Information and Multivariate Texture
	Zhang, Jun ; Li, Peijun ; Wang, Jinfei
刊名	remote sens basel
	2014
关键词	urban built-up area multivariate texture OCSVM Landsat REMOTELY-SENSED DATA COVER CLASSIFICATION SATELLITE IMAGERY DAMAGE DETECTION PRESENCE INDEX TM DATA FEATURES MAP ENVIRONMENTS VEGETATION
DOI	10.3390/rs6087339
英文摘要	Urban built-up area information is required by various applications. However, urban built-up area extraction using moderate resolution satellite data, such as Landsat series data, is still a challenging task due to significant intra-urban heterogeneity and spectral confusion with other land cover types. In this paper, a new method that combines spectral information and multivariate texture is proposed. The multivariate textures are separately extracted from multispectral data using a multivariate variogram with different distance measures, i.e., Euclidean, Mahalanobis and spectral angle distances. The multivariate textures and the spectral bands are then combined for urban built-up area extraction. Because the urban built-up area is the only target class, a one-class classifier, one-class support vector machine, is used. For comparison, the classical gray-level co-occurrence matrix (GLCM) is also used to extract image texture. The proposed method was evaluated using bi-temporal Landsat TM/ETM+ data of two megacity areas in China. Results demonstrated that the proposed method outperformed the use of spectral information alone and the joint use of the spectral information and the GLCM texture. In particular, the inclusion of multivariate variogram textures with spectral angle distance achieved the best results. The proposed method provides an effective way of extracting urban built-up areas from Landsat series images and could be applicable to other applications.; Remote Sensing; SCI(E); 0; ARTICLE; junzhang@pku.edu.cn; pjli@pku.edu.cn; jfwang@uwo.ca; 8; 7339-7359; 6
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/310953]
专题	地球与空间科学学院
推荐引用方式 GB/T 7714	Zhang, Jun,Li, Peijun,Wang, Jinfei. Urban Built-Up Area Extraction from Landsat TM/ETM plus Images Using Spectral Information and Multivariate Texture[J]. remote sens basel,2014.
APA	Zhang, Jun,Li, Peijun,&Wang, Jinfei.(2014).Urban Built-Up Area Extraction from Landsat TM/ETM plus Images Using Spectral Information and Multivariate Texture.remote sens basel.
MLA	Zhang, Jun,et al."Urban Built-Up Area Extraction from Landsat TM/ETM plus Images Using Spectral Information and Multivariate Texture".remote sens basel (2014).