DocumentCode
143343
Title
Towards efficient simulation of marked point process models for boat extraction from high resolution optical remotely sensed images
Author
Craciun, Paula ; Zerubia, Josiane
Author_Institution
AYIN Res. Group, INRIA, Sophia-Antipolis, France
fYear
2014
fDate
13-18 July 2014
Firstpage
2297
Lastpage
2300
Abstract
Marked point processes have proven their efficiency in solving object extraction problems from high resolution optical images. However, these complex mathematical models are difficult to simulate which usually results in high computation times. A new parallel sampler has been recently developed. Nevertheless, this sampler does not yield good results in the presence of large objects. We propose modifications to the original parallel sampler to cope with such situations. Furthermore, we implement an additional mask to increase the speedup in the case of boat extraction.
Keywords
boats; feature extraction; geophysical image processing; image sampling; object detection; optical images; parallel processing; remote sensing; boat extraction; complex mathematical models; high resolution optical images; marked point process model; object extraction problems; optical remotely sensed images; parallel sampler; Boats; Image resolution; Optical imaging; Optical sensors; Optimization; Radiometry; Remote sensing; high performance computing; marked point processes; object extraction; remote sensing;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International
Conference_Location
Quebec City, QC
Type
conf
DOI
10.1109/IGARSS.2014.6946929
Filename
6946929
Link To Document