GPU-accelerated real-time stixel computation

The Stixel World is a medium-level, compact representation of road scenes that abstracts millions of disparity pixels into hundreds or thousands of stixels. The goal of this work is to implement and evaluate a complete multi-stixel estimation pipeline on an embedded, energy-efficient, GPU-accelerate...

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Veröffentlicht in:arXiv.org 2016-10
Hauptverfasser: Hernandez-Juarez, Daniel, Espinosa, Antonio, Vázquez, David, López, Antonio Manuel, Moure, Juan Carlos
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Sprache:eng
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Zusammenfassung:The Stixel World is a medium-level, compact representation of road scenes that abstracts millions of disparity pixels into hundreds or thousands of stixels. The goal of this work is to implement and evaluate a complete multi-stixel estimation pipeline on an embedded, energy-efficient, GPU-accelerated device. This work presents a full GPU-accelerated implementation of stixel estimation that produces reliable results at 26 frames per second (real-time) on the Tegra X1 for disparity images of 1024x440 pixels and stixel widths of 5 pixels, and achieves more than 400 frames per second on a high-end Titan X GPU card.
ISSN:2331-8422