SAR target detection algorithms on linear SIMD arrays
نویسندگان
چکیده
Constant False Alarm Rate (CFAR) detection in Synthetic Aperture Radar (SAR) is the rst step in most ATR and image exploitation systems. In this paper several CFAR algorithms and their implementation on a 1-D SIMD array processor are investigated. We primarily focus on CFAR algorithms using the Weibull clutter model, but algorithms assuming K-distributed clutter should have similar implementations and runtimes. We show that high resolution SAR requires reference windows much larger than those used in traditional search radars, which permits fast moment based estimation instead of the computationally intensive maximum likelihood parameter estimates. We also extend a fast median ltering algorithm to the order statistic and censored CFAR algorithms. The running times of the CFAR algorithms are listed along with detection results using SAR imagery from the Northrop-Grumman TESAR sensor onboard the Predator unmanned aerial vehicle.
منابع مشابه
Target Detection Improvements in Hyperspectral Images by Adjusting Band Weights and Identifying end-members in Feature Space Clusters
Spectral target detection could be regarded as one of the strategic applications of hyperspectral data analysis. The presence of targets in an area smaller than a pixel’s ground coverage has led to the development of spectral un-mixing methods to detect these types of targets. Usually, in the spectral un-mixing algorithms, the similar weights have been assumed for spectral bands. Howe...
متن کاملMultichannel SAR
This manuscript describes the potentialities of multichannel SAR (MSAR) in the detection of ground moving targets operating from airand space-platforms. The knowledge of the moving target provides quite important information of the scenario under observation for both monitoring and intelligence operations. After summarizing the effect of the presence of a moving target inside a SAR image, it is...
متن کامل2 Fractal Image Compression - the Encoding Phase 2
In this work we introduce and analyze algorithms for fractal image compression on massively parallel SIMD arrays. The diierent algorithms discussed diier signiicantly in terms of their communication and computation structure. Therefore the most suited algorithm for a given architecture may be selected according to our investigations. Experimental results compare the performance of the algorithm...
متن کاملEfficient parallel algorithms on optically interconnected arrays of processors - Computers and Digital Techniques, IEE Proceedings-
Arrays of processors with pipelined optical buses are introduced for the efficient implementation of computationally intensive applications. Techniques for the concurrent transmission of messages over the optical bus to avoid collision of messages is shown. Convenient parallel data movement operations are derived for this architecture, which are then used in the design of parallel algorithms fo...
متن کاملEfficient Implementation of Image Processing Algorithms on Linear Processor Arrays Using the Data Parallel Language IDC
SIMD linear processor arrays (LPAs) have received a great deal of interest as a suitable parallel architecture for image processing. However, few possess a high level programming environment support, and tlie range of image processing tasks which can be efficiently i~nplenlented is unclear. In this paper, we first describe a data parallel language succinctly designed for a virtual LPA, and also...
متن کامل