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
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;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International
Conference_Location :
Quebec City, QC
DOI :
10.1109/IGARSS.2014.6946929