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Creating robust high-throughput traffic sign detectors using centre-surround HOG statistics

Overett, Gary; Tychsen-Smith, Lachlan; Petersson, Lars; Pettersson, Niklas; Andersson, Lars

Description

In this paper, we detail a system for creating object detectors which meet the extreme demands of real-world traffic sign detection applications such as GPS map making and real-time in-car traffic sign detection. The resulting detectors are designed to detect and locate multiple traffic sign types in high-definition video (high throughput) from several cameras captured along thousands of kilometers of road with minimal false-positives and detection rates in excess of 99%. This allows for the...[Show more]

CollectionsANU Research Publications
Date published: 2014
Type: Journal article
URI: http://hdl.handle.net/1885/69241
Source: Machine Vision and Applications
DOI: 10.1007/s00138-011-0393-1

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