JOURNAL ARTICLE

Landcover classification in MRF context using Dempster-Shafer fusion for multisensor imagery

Arnab SarkarAmit BanerjeeN. BanerjeeSanjaya BrahmaB. KartikeyanM. ChakrabortyK. L. Majumder

Year: 2005 Journal:   IEEE Transactions on Image Processing Vol: 14 (5)Pages: 634-645   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This work deals with multisensor data fusion to obtain landcover classification. The role of feature-level fusion using the Dempster-Shafer rule and that of data-level fusion in the MRF context is studied in this paper to obtain an optimally segmented image. Subsequently, segments are validated and classification accuracy for the test data is evaluated. Two examples of data fusion of optical images and a synthetic aperture radar image are presented, each set having been acquired on different dates. Classification accuracies of the technique proposed are compared with those of some recent techniques in literature for the same image data.

Keywords:
Artificial intelligence Dempster–Shafer theory Synthetic aperture radar Pattern recognition (psychology) Sensor fusion Computer science Context (archaeology) Contextual image classification Image fusion Feature extraction Radar imaging Data set Fusion Feature (linguistics) Computer vision Remote sensing Image (mathematics) Radar Geography

Metrics

40
Cited By
5.26
FWCI (Field Weighted Citation Impact)
37
Refs
0.96
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology
Geophysical Methods and Applications
Physical Sciences →  Engineering →  Ocean Engineering

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