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COMPARATIVE ANALYSIS OF TARGET LOCALIZATION ACCURACY IN RADAR PPI IMAGES USING GEOMETRIC ENCLOSURES

Sercan Külcü
June 4, 2026
Published Date

Research Abstract & Technology Focus

Maritime surveillance system requires sensor fusion of radar Plan Position Indicator (PPI) imagery with Automatic Identification System (AIS) data. However, systematic azimuth errors (0°–5°) and irregular echo shapes reduce ship localization accuracy significantly. This study compares three geometric enclosure methods (bounding boxes, convex hulls, and concave hulls) using the publicly available DLR Baltic Sea dataset (X-band, ~10 m resolution, 781 synchronized scans of 4 ships). A 4.5° azimuth offset compensation is applied to minimize target position deviation. Target positions are estimated from calculated bounding box centers and hull centroids from radar images. Validation against AIS ground truth data achieved the lowest average localization errors (58–70 m) for concave hull centroids. It demonstrates up to 12.7% improvement over bounding boxes solution and a 2.1% improvement over convex hulls solution. The results show the accuracy of the concave hulls method in target detection and in preserving echo concavities caused by sea clutter, and noise etc. The concave hull method offers a lightweight and robust solution for real-time Vessel Traffic Services (VTS) and autonomous surface vehicles (ASVs).
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What is the core focus of the research titled 'COMPARATIVE ANALYSIS OF TARGET LOCALIZATION ACCURACY IN RADAR PPI IMAGES USING GEOMETRIC ENCLOSURES'?

This literature focuses on: Maritime surveillance system requires sensor fusion of radar Plan Position Indicator (PPI) imagery with Automatic Identification System (AIS) data. However, systematic azimuth errors (0°–5°) and irregular echo shapes reduce ship localization accur...

Are there commercial applications of 'COMPARATIVE ANALYSIS OF TARGET LOCALIZATION ACCURACY IN RADAR PPI IMAGES USING GEOMETRIC ENCLOSURES' in GitHub?

Yes, highly correlated activity was mapped. An entry titled 'Engineering findings: K/V norm disparity + MSE > Prod + outlier mixed precision' discusses this: This issue presents critical engineering findings for TurboQuant, revealing significant opportunities for optimization. The 'K/V norm disparity' ne...

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Yes, highly correlated activity was mapped. An entry titled 'Show HN: I built a 2-min quiz that shows you how bad you are at estimating' discusses this: Convexly addresses a critical need for improved decision-making in both personal and professional contexts. By providing a structured method for tr...

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Yes, highly correlated activity was mapped. An entry titled 'Deconflict' discusses this: Ok this is one of those tools I didn't know I needed until now. The realistic wall material attenuation is what makes this actually useful vs just ...

What other academic literature is closely related to 'COMPARATIVE ANALYSIS OF TARGET LOCALIZATION ACCURACY IN RADAR PPI IMAGES USING GEOMETRIC ENCLOSURES'?

Yes, highly correlated activity was mapped. An entry titled 'Multi-frequency smartphone positioning performance evaluation: insights into A-GNSS PPP-B2b services and beyond' discusses this: AbstractIn August 2023, Xiaomi unveiled the Redmi K60 Ultra, the first multi-frequency smartphone integrated with BeiDou-3 Navigation Satellite Sys...

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