Title :
Ground Target Recognition Using Rectangle Estimation
Author :
Grönwall, Christina ; Gustafsson, Fredrik ; Millnert, Mille
Author_Institution :
Dept. of Laser Syst., Swedish Defence Res. Agency
Abstract :
We propose a ground target recognition method based on 3-D laser radar data. The method handles general 3-D scattered data. It is based on the fact that man-made objects of complex shape can be decomposed to a set of rectangles. The ground target recognition method consists of four steps; 3-D size and orientation estimation, target segmentation into parts of approximately rectangular shape, identification of segments that represent the target´s functional/main parts, and target matching with CAD models. The core in this approach is rectangle estimation. The performance of the rectangle estimation method is evaluated statistically using Monte Carlo simulations. A case study on tank recognition is shown, where 3-D data from four fundamentally different types of laser radar systems are used. Although the approach is tested on rather few examples, we believe that the approach is promising
Keywords :
Monte Carlo methods; image matching; image representation; image segmentation; military radar; optical radar; radar target recognition; 3D laser radar data; 3D scattered data; 3D size estimation; CAD model; Monte Carlo simulations; ground target recognition; orientation estimation; rectangle estimation method; tank recognition; target matching; target segmentation; High-resolution imaging; Laser modes; Laser radar; Object recognition; Radar applications; Radar imaging; Radar scattering; Sensor phenomena and characterization; Shape; Target recognition; Automatic target recognition; laser radar; rectangle estimation;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2006.881965