A Survey and Technology Trends of 3D Features for Object Recognition

SUMMARY Recently, various kinks of three‐dimensional (3D) imaging devices such as laser range finder or time‐of‐flight sensor become popular, so a lot of practical algorithms for recognizing 3D objects using “point cloud data” have been proposed. In this paper, we will introduce typical object recog...

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Veröffentlicht in:Electronics and communications in Japan 2017-11, Vol.100 (11), p.31-42
Hauptverfasser: HASHIMOTO, MANABU, AKIZUKI, SHUICHI, TAKEI, SHOICHI
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Sprache:eng
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Zusammenfassung:SUMMARY Recently, various kinks of three‐dimensional (3D) imaging devices such as laser range finder or time‐of‐flight sensor become popular, so a lot of practical algorithms for recognizing 3D objects using “point cloud data” have been proposed. In this paper, we will introduce typical object recognition approaches and survey various kinds of 3D features proposed by many researchers. As for some important techniques, their principle and characteristics are explained in detail. Also we will mention about the local reference frame that is very important factor to realize stable feature description and accurate pose estimation in practical use.
ISSN:1942-9533
1942-9541
DOI:10.1002/ecj.11992