Accurate and robust registration for in-hand modeling
- 1 June 2008
- conference paper
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
Abstract
We present fast 3D surface registration methods for in-hand modeling. This allows users to scan complete objects swiftly by simply turning them around in front of the scanner. The paper makes two main contributions. First, we propose an efficient method for detecting registration failures, which is a vital property of any automatic modeling system. Our method is based on two different consistency tests, one based on geometry and one based on texture. Second, we extend ICP by three additional fast registration methods for both coarse and fine alignment based on both texture and geometry. Each of those methods brings in additional information that can compensate for ambiguities in the other cues. Together, they allow for the robust reconstruction of a large variety of objects with different geometric and photometric properties. Finally, we show how both failure detection and fast registration can be combined in a practical and robust in-hand modeling system that operates at interactive frame rates.Keywords
This publication has 17 references indexed in Scilit:
- Fast 3D Scanning with Automatic Motion CompensationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2007
- Snapshots: A Novel Local Surface Descriptor and Matching Algorithm for Robust 3D Surface AlignmentIEEE Transactions on Pattern Analysis and Machine Intelligence, 2007
- Real-Time Visibility-Based Fusion of Depth MapsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2007
- Distinctive Image Features from Scale-Invariant KeypointsInternational Journal of Computer Vision, 2004
- Fully automatic registration of multiple 3D data setsImage and Vision Computing, 2003
- Efficient variants of the ICP algorithmPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Real-time 3D model acquisitionACM Transactions on Graphics, 2002
- Statistical Color Models with Application to Skin DetectionInternational Journal of Computer Vision, 2002
- Using spin images for efficient object recognition in cluttered 3D scenesIeee Transactions On Pattern Analysis and Machine Intelligence, 1999
- A Combined Corner and Edge DetectorPublished by British Machine Vision Association and Society for Pattern Recognition ,1988