Extended Keyframe Detection with Stable Tracking for Multiple 3D Object Tracking

We present a method that is able to track several 3D objects simultaneously, robustly, and accurately in real time. While many applications need to consider more than one object in practice, the existing methods for single object tracking do not scale well with the number of objects, and a proper wa...

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Veröffentlicht in:IEEE transactions on visualization and computer graphics 2011-11, Vol.17 (11), p.1728-1735
Hauptverfasser: Youngmin Park, Lepetit, V., Woontack Woo
Format: Artikel
Sprache:eng
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Zusammenfassung:We present a method that is able to track several 3D objects simultaneously, robustly, and accurately in real time. While many applications need to consider more than one object in practice, the existing methods for single object tracking do not scale well with the number of objects, and a proper way to deal with several objects is required. Our method combines object detection and tracking: frame-to-frame tracking is less computationally demanding but is prone to fail, while detection is more robust but slower. We show how to combine them to take the advantages of the two approaches and demonstrate our method on several real sequences.
ISSN:1077-2626
1941-0506
DOI:10.1109/TVCG.2010.262