Title :
Automatic detection of landslides from SAR images: Application to the 2011 Kii landslides
Author :
Yamada, Makoto ; Hashimoto, Mime ; Fukushima, Yasuhiro ; Matsushi, Yuki ; Chigira, Masahiro
Author_Institution :
Disaster Prevention Res. Inst., Kyoto Univ., Uji, Japan
Abstract :
We analyzed TerraSAR-X images and found a good combination of filters and enhancement technique for the automatic landslide detection. We were successfully able to suppress noise in the image, identified landslide signals, and classify landslides from other surface changes. With a parameter set focusing on the completeness of detection, we achieved 98% of detection from landslide catalog, but we have 50 times more false detection. With another parameter set focusing on the accuracy of detection, we achieved 80% of detection from the catalog, and the signal-to-noise ratio was 27%. Users can easily change the parameters depending on user´s requirement. Quick detection of a landslide occurrence is very important for prompt emergency information, rescue efforts, and mitigation of further damage such as collapse of a landslide dam. Our approach proposed here will contribute to the rapid assessment of landslide hazards.
Keywords :
dams; geomorphology; geophysical techniques; hazards; noise; remote sensing by radar; synthetic aperture radar; AD 2011; Kii landslides; SAR images; TerraSAR-X images; automatic landslide detection completeness; enhancement technique; false detection; filter technique; further damage mitigation; landslide catalog detection accuracy; landslide classification; landslide dam collapse; landslide hazard rapid assessment; landslide occurrence quick detection; landslide signals; noise suppression; parameter change; parameter set focusing; prompt emergency information; rescue efforts; signal-to-noise ratio; surface changes; user requirement; Catalogs; Image color analysis; Noise; Rough surfaces; Surface roughness; Synthetic aperture radar; Terrain factors;
Conference_Titel :
Synthetic Aperture Radar (APSAR), 2013 Asia-Pacific Conference on
Conference_Location :
Tsukuba