Automated Map Comparison using Non-invariant Fourier Descriptors

In this paper, we use non-invariant Fourier descriptors to derive transformation variables which allow us to optimally localize and reorient robot-generated maps based on the map shapes in order to determine, in an automated way, the accuracy of the generated maps. Our method uses only 4 simple calculations for alignment, therefore is extremely fast and gives a very good optimization for data maps that contain consistent, high frequency noise. A drawback to this method is occlusions in the map which affect the low frequency Fourier descriptors and cause localization and orientation errors. Preprocessing and optimization can help minimize these drawbacks. This application can be easily adapted to other areas such as image comparison or fault detection.

[1]  Henri Maitre,et al.  Shape interpolation using Fourier descriptors with application to animation graphics , 1982 .

[2]  J. Tukey,et al.  An algorithm for the machine calculation of complex Fourier series , 1965 .

[3]  Thomas S. Huang,et al.  A Modified Fourier Descriptor for Shape Matching in MARS , 1998, Image Databases and Multi-Media Search.

[4]  Chun-Shin Lin,et al.  New forms of shape invariants from elliptic fourier descriptors , 1987, Pattern Recognit..

[5]  Kotaro Hirasawa,et al.  A comparison of SLAM implementations for indoor mobile robots , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[6]  Sebastian Thrun,et al.  6D SLAM with an application in autonomous mine mapping , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[7]  Dengsheng Zhang,et al.  A comparative study on shape retrieval using Fourier descriptiors with different shape signatures , 2001 .

[8]  Kyoung Mu Lee,et al.  Visual SLAM with Line and Corner Features , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[9]  A. Winstanley,et al.  Fourier Descriptors as A General Classification Tool for Topographic Shapes , 1999 .

[10]  Ralph Roskies,et al.  Fourier Descriptors for Plane Closed Curves , 1972, IEEE Transactions on Computers.

[11]  Dah-Jye Lee,et al.  Similarity measurement using polygon curve representation and Fourier descriptors for shape-based vertebral image retrieval , 2003, SPIE Medical Imaging.

[12]  Ronald Parr,et al.  DP-SLAM: fast, robust simultaneous localization and mapping without predetermined landmarks , 2003, IJCAI 2003.

[13]  Gösta H. Granlund,et al.  Fourier Preprocessing for Hand Print Character Recognition , 1972, IEEE Transactions on Computers.

[14]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.