DOI: 10.1016/j.jag.2014.10.004
Scopus记录号: 2-s2.0-84930016484
论文题名: Object-based delineation of homogeneous landscape units at regional scale based on modis time series
作者: Bisquert M ; , Bégué A ; , Deshayes M
刊名: International Journal of Applied Earth Observation and Geoinformation
ISSN: 15698432
出版年: 2015
卷: 37 起始页码: 72
结束页码: 82
语种: 英语
英文关键词: Earth observation
; Enhanced vegetation index (evi)
; Haralick texture indices
; Segmentation
; Unsupervised evaluation
Scopus关键词: EOS
; landscape
; MODIS
; segmentation
; texture
; time series analysis
; vegetation index
英文摘要: Landscapes can be described by seasonal and spatial patterns linked to vegetation type and phenology, environmental conditions, and human activities. The objective of this work is to propose and test an approach for delineating homogeneous landscape units at a regional scale by using only Earth observation data. We used MODIS (Moderate Imaging Spectroradiometer) images from 2007 to 2011, acquired over the whole continental French territory at 250 m spatial resolution. The data set includes time series of the Enhanced Vegetation Index (EVI) and time series of five Haralick texture indices. A principal components analysis (PCA) allowed us to choose the most representative indices (spectral and textural) and dates to be used in the region-growing segmentation. Different combinations of input data, as well as different segmentation parameters, were tested and compared using unsupervised evaluation methods. These methods were used to analyze the radiometric homogeneity of the regions and the radiometric disparity between regions when changing the homogeneity criterion of the segmentation. The best segmentation results obtained included three EVI images, together with three images of the texture 2nd moment, corresponding to the average of the months of April, July and December from 2007 to 2011. The optimum homogeneity criterion for the region-growing segmentation using this combination of variables was 15. We believe this method is applicable at other scales and other data sets for vegetation and biodiversity studies, and for habitat mapping. © 2014 Elsevier B.V.. Citation statistics:
资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/79527
Appears in Collections: 气候变化事实与影响
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作者单位: IRSTEA, UMR TETIS, Maison de la Télédétection, 500 Rue Jean-Francois Breton, Montpellier, France; CIRAD, UMR TETIS, Maison de la Télédétection, 500 Rue Jean Francois Breton, Montpellier, France
Recommended Citation:
Bisquert M,, Bégué A,, Deshayes M. Object-based delineation of homogeneous landscape units at regional scale based on modis time series[J]. International Journal of Applied Earth Observation and Geoinformation,2015-01-01,37