A comparison of fuzzy and neuro-fuzzy data fusion for flooded area mapping using SAR images

被引:11
作者
Amici, G [1 ]
Dell'Acqua, F [1 ]
Gamba, P [1 ]
Pulina, G [1 ]
机构
[1] Univ Pavia, Dept Elect, I-27100 Pavia, Italy
关键词
Data-level fusion - Neuro-fuzzy data;
D O I
10.1080/01431160412331269634
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
A comparison of change detection approaches for flooded area mapping using Synthetic Aperture Radar (SAR) images is provided. The aim was to assess the usefulness of fuzzy and neuro-fuzzy techniques for classification of SAR data. The work addresses both options of data-level fusion and decision-level fusion. The former is realized with multitemporal fuzzy or neural classification and the latter by combining classifications or fuzzy memberships for the pre- and post-event images. Highest overall accuracy values and flooded area accuracy values (90.3% producer's, 71.9% user's) were obtained from the neuro-fuzzy approach.
引用
收藏
页码:4425 / 4430
页数:6
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