Fine spatial resolution simulated satellite sensor imagery for land cover mapping in the United Kingdom

被引:106
作者
Aplin, P [1 ]
Atkinson, PM [1 ]
Curran, PJ [1 ]
机构
[1] Univ Southampton, Dept Geog, Southampton SO17 1BJ, Hants, England
关键词
D O I
10.1016/S0034-4257(98)00112-6
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This article presents a set of techniques developed to classify land cover on a per-parcel (herein termed per-field) basis by integrating fine spatial resolution simulated satellite sensor imagery with digital vector data. Classification, based on the spectral and spatial properties of the imagery, was carried out on a per-pixel basis. The resulting classified images were then integrated with vector data to classify on a per-field basis. Four tools were adopted or developed to increase the accuracy and utility of the per-field classification and a fifth was proposed. The spectral variability within agricultural fields resulted in misclassification within the per-pixel classification. Mixed land cover in urban areas also resulted in misclassification. A low pass smoothing filter and a "texture" filter applied to the per-pixel classified image increased the classification accuracy of this land cover prior to per-field classification. The flexibility of the integration process enabled the exploitation of spectral and spatial variation between pixels within individual parcels to produce new classes during per-field classification and to identify fields with a high likelihood of misclassification. (C) Elsevier Science Inc., 1999.
引用
收藏
页码:206 / 216
页数:11
相关论文
共 28 条
[1]   Fine spatial resolution satellite sensors for the next decade [J].
Aplin, P ;
Atkinson, PM ;
Curran, PJ .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1997, 18 (18) :3873-3881
[2]  
Aplin P, 1997, PHYSICAL MEASUREMENTS AND SIGNATURES IN REMOTE SENSING, VOLS 1 AND 2, P661
[3]  
APLIN P, 1997, WORK PACKAGE 6 COMPL
[4]  
Babey S.K., 1992, CANADIAN J REMOTE SE, V18, P233, DOI DOI 10.1080/07038992.1992.10855328
[5]  
CATLOW DR, 1984, EARTH-ORIENT SP TECH, V4, P255
[6]  
Congalton RG, 1997, PHOTOGRAMM ENG REM S, V63, P425
[7]  
COWEN DJ, 1995, PHOTOGRAMM ENG REM S, V61, P1393
[8]   IMAGING SPECTROMETRY [J].
CURRAN, PJ .
PROGRESS IN PHYSICAL GEOGRAPHY, 1994, 18 (02) :247-266
[9]   THE INTERACTIVE EFFECT OF SPATIAL-RESOLUTION AND DEGREE OF INTERNAL VARIABILITY WITHIN LAND-COVER TYPES ON CLASSIFICATION ACCURACIES [J].
CUSHNIE, JL .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1987, 8 (01) :15-29
[10]  
DAVIS FW, 1991, PHOTOGRAMM ENG REM S, V57, P689