European forest cover mapping with high resolution satellite data: The Carpathians case study

被引:26
|
作者
Kozak, Jacek [1 ,2 ]
Estreguil, Christine [1 ]
Ostapowicz, Katarzyna [1 ,2 ]
机构
[1] European Commiss DG, Joint Res Ctr, Inst Environm & Sustainabil, Land Management & Nat Hazards Unit, I-21020 Ispra, Italy
[2] Jagiellonian Univ, Inst Geog & Spatial Management, PL-30387 Krakow, Poland
关键词
European forests; large area mapping; landsat; image segmentation; CORINE land cover;
D O I
10.1016/j.jag.2007.04.003
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The aim of the study was to elaborate a methodology for forest mapping based on high resolution satellite data, relevant for reporting on forest cover and spatial pattern changes in Europe. The Carpathians were selected as a case study area and mapped using 24 Landsat scenes, processed independently with a supervised approach combining image segmentation, knowledge-based rules to extract a training set and the maximum likelihood decision rule. Validation was done with available very high resolution imagery. Overall accuracies per scene ranged from 93 to 96%. The labelling disagreement in overlapping areas of adjacent scenes was 6.8% on average. The proposed methodology is easily applicable to other regions in Europe. It allows an accurate forest-non-forest map to be obtained in a quick and cost effective manner, spatially more detailed than the currently available European data sets. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:44 / 55
页数:12
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