MULTISENSOR IMAGE FUSION USING THE WAVELET TRANSFORM

被引:1497
|
作者
LI, H
MANJUNATH, BS
MITRA, SK
机构
[1] Center for Information Processing Research, Department of Electrical and Computer Engineering, University of California, Santa Barbara
来源
GRAPHICAL MODELS AND IMAGE PROCESSING | 1995年 / 57卷 / 03期
关键词
D O I
10.1006/gmip.1995.1022
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The goal of image fusion is to integrate complementary information from multisensor data such that the new images are more suitable for the purpose of human visual perception and computer-processing tasks such as segmentation, feature extraction, and object recognition. This paper presents an image fusion scheme which is based on the wavelet transform. The wavelet transforms of the input images are appropriately combined, and the new image is obtained by taking the inverse wavelet transform of the fused wavelet coefficients. An area-based maximum selection rule and a consistency verification step are used for feature selection. The proposed scheme performs better than the Laplacian pyramid-based methods due to the compactness, directional selectivity, and orthogonality of the wavelet transform. A performance measure using specially generated test images is suggested and is used in the evaluation of different fusion methods, and in comparing the merits of different wavelet transform kernels. Extensive experimental results including the fusion of multifocus images, Landsat and Spot images, Landsat and Seasat SAR images, IR and visible images, and MRI and PET images are presented in the paper. (C) 1995 Academic Press, Inc.
引用
收藏
页码:235 / 245
页数:11
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