Semantic 3D Object Maps for Everyday Robot Manipulation (Springer Tracts in Advanced Robotics)

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Description

The book written by Dr. Radu B. Rusu presents a detailed description of 3D Semantic Mapping within the context of mobile robot manipulation. As autonomous robotic platforms get more sophisticated manipulation capabilities, in addition they need more expressive and comprehensive environment models that come with the objects present on the earth, along with their position, form, and other semantic aspects, in addition to interpretations of these objects with respect to the robot tasks.

 

The book proposes novel 3D feature representations referred to as Point Feature Histograms (PFH), in addition to a frameworks for the purchase and processing of Semantic 3D Object Maps with contributions to robust registration, fast segmentation into regions, and reliable object detection, categorization, and reconstruction. These contributions have been fully implemented and empirically evaluated on different robotic systems, and have been the unique kernel to the generally successful open-source project the Point Cloud Library (PCL) — see http://pointclouds.org.

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