Title :
Moving Target Analysis in ISAR Image Sequences With a Multiframe Marked Point Process Model
Author :
Benedek, Csaba ; Martorella, Marco
Author_Institution :
Distrib. Events Anal. Res. Lab., Inst. for Comput. Sci. & Control, Budapest, Hungary
Abstract :
In this paper, we propose a multiframe marked point process model of line segments and point groups for automatic target structure extraction and tracking in inverse synthetic aperture radar (ISAR) image sequences. To deal with scatterer scintillations and high speckle noise in the ISAR frames, we obtain the resulting target sequence by an iterative optimization process, which simultaneously considers the observed image data and various prior geometric interaction constraints between the target appearances in the consecutive frames. A detailed quantitative evaluation is performed on eight real ISAR image sequences of different carrier ships and airplane targets, using a test database containing 545 manually annotated frames.
Keywords :
radar imaging; synthetic aperture radar; ISAR frames; ISAR image sequences; airplane target; automatic target structure extraction; carrier ships target; geometric interaction constraints; high speckle noise; inverse synthetic aperture radar; iterative optimization process; line segments; moving target analysis; multiframe marked point process model; point groups; scatterer scintillations; test database; Inverse synthetic aperture radar (ISAR); marked point process; target detection;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2013.2258927