Title :
The Multiscale Change Profile: A Statistical Similarity Measure for Change Detection in Multitemporal SAR Images
Author :
Inglada, Jordi ; Mercier, Grégoire
Author_Institution :
CNES, DCT/SI/AP, Toulouse
fDate :
July 31 2006-Aug. 4 2006
Abstract :
In this paper, we present a new similarity measure for automatic change detection in multitemporal SAR images. This measure is based on the evolution of the local statistics of the image between two dates. The local statistics are estimated using a cumulant-based series expansion which approximates the probability density functions in the neighborhood of each image pixel. The degree of evolution of the local statistics is measured using the Kullback-Leibler divergence. An analytical expression for this detector is given allowing a simple computation which depends only on the 4 first statistical moments of the pixels inside the analysis window. The concept of multiscale change profile (MCP) is also introduced and its optimized implementation is presented. MCP yields change information on a wide range of scales and better characterizes the appropriate scale to be used for the detection. Two simple examples of application show that the MCP allows the design of change indicators which provide better results than a monoscale analysis.
Keywords :
geophysical signal processing; geophysical techniques; image processing; probability; remote sensing by radar; synthetic aperture radar; Kullback-Leibler divergence; automatic change detection; cumulant based series expansion; local image statistics evolution; local statistics evolution degree; multiscale change profile; multitemporal SAR images; pixel statistical moments; probability density functions; statistical similarity measure; Detectors; Discrete cosine transforms; Extraterrestrial measurements; Image analysis; Pixel; Probability density function; Radar detection; Remote sensing; Speckle; Statistics;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2006. IGARSS 2006. IEEE International Conference on
Conference_Location :
Denver, CO
Print_ISBN :
0-7803-9510-7
DOI :
10.1109/IGARSS.2006.59