Spatial enhancement of elevation data using a single multispectral image

被引:5
作者
Carlotto, MJ [1 ]
机构
[1] Pacific Sierra Res Corp, Arlington, VA 22209 USA
关键词
shape from shading; image enhancement; nonlinear mean-square estimation; digital elevation models; multispectral imagery;
D O I
10.1117/1.602381
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A new method for enhancing the spatial resolution of low-resolution digital elevation models (DEMs) using a single higher-resolution multispectral image is described. The method uses a nonlinear estimation algorithm to determine an empirical relationship between the spectral response of a pixel and the gradient or slope of its underlying elevation surface. This relationship is, in effect, the inverse of the reflectance map used in shape-from-shading to recover surface orientation from image brightness. However. unlike most shape-from-shading techniques, we do not assume constant albedo, nor do we assume a particular functional form for the reflectance map. A depth-from-gradient algorithm is used to generate high-resolution elevations from high-resolution gradients using the tow-resolution elevations as boundary values. Experimental results demonstrate the ability to generate enhanced resolution elevation maps from global l-km DEMs and Landsat Thematic Mapper imagery. (C) 2000 society of Photo-Optical Instrumentation Engineers. [S0091-3286(00)02402-8].
引用
收藏
页码:430 / 437
页数:8
相关论文
共 12 条
[1]  
CARLOTTO MJ, 1996, P INT GEOSC REM SENS
[2]   ESTIMATION OF SURFACE-TOPOGRAPHY FROM SAR IMAGERY USING SHAPE FROM SHADING TECHNIQUES [J].
FRANKOT, RT ;
CHELLAPPA, R .
ARTIFICIAL INTELLIGENCE, 1990, 43 (03) :271-310
[3]   THE VARIATIONAL APPROACH TO SHAPE FROM SHADING [J].
HORN, BKP ;
BROOKS, MJ .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 33 (02) :174-208
[4]  
HORN BKP, 1990, INT J COMPUT VIS, V5
[5]  
HORN BKP, 1979, IM UND WORKSH PAL AL
[6]  
IKEUCHI K, 1983, 774 AI MIT ART INT L
[7]   Albedo estimation for scene segmentation [J].
Lee, Chia-Hoang ;
Rosenfeld, Azriel .
PATTERN RECOGNITION LETTERS, 1983, 1 (03) :155-160
[8]   SHAPE FROM SHADING WITH A LINEAR TRIANGULAR ELEMENT SURFACE MODEL [J].
LEE, KM ;
KUO, CCJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (08) :815-822
[9]  
Papoulis A., 1984, Probability, Random Variables and Stochastic Processes, V2nd
[10]   SHAPE FROM SHADING USING LINEAR-APPROXIMATION [J].
TSAI, PS ;
SHAH, M .
IMAGE AND VISION COMPUTING, 1994, 12 (08) :487-498