ITEE Ph.D confirmation seminar: Emanuel Zelniker, 03.00PM, Wed 16 Apr 2003
Accurate Circle-Centre Estimation and Related Problems
Speaker: Emanuel Zelniker, ITEE
When: 03.00PM, Wednesday 16 Apr 2003
Venue: 78-420
Host: Vaughan Clarkson
Abstract:
The accurate estimation of circle-centre is a problem which has occupied the minds of scientists and engineers for nearly fifty years. Circle-centre estimation is important in such diverse fields as archaeology, astronomy, microwave engineering, robotics and automation, mining, geology and industrial quality control. The particular motivation in this case is the tracking of the position and orientation of a ball in 3-dimensional space. In this talk, the statistical properties of a number of popular circle-centre estimators are reviewed, and new results are presented. It is shown that the widely used estimator of Delogne (also variously attributed to Kasa or Coope and known as linear least squares or LLS) may not have a mean or covariance for small sample sizes. Surprisingly, such a statistical analysis has not been carried out before. We show that, under low-noise conditions, the bias of the LLS estimator vanishes and it approaches statistical efficiency. Furthermore, an interesting interpretation of the Maximum Likelihood Estimator (MLE) in terms of convolution is presented. Future directions for research are also discussed. Among these are: the extension of this work to sphere fitting, the estimation of orientation of spherical objects in 3-dimensional space, an investigation into the link between the MLE and another convolutional technique, namely the Phase-Coded Annulus (PCA), and generalisation of the LLS analysis to other related statistical estimators, including those for geo-location, camera calibration and optical flow.
Biography:
Emanuel Zelniker has received the degree of Bachelor of Electrical Engineering from the University of Queensland in 2001. He is currently undertaking a Ph.D. at the University of Queensland in the area of signal and image processing titled 'Accurate Circle-Centre Estimation with related Applications'. His interests in the signal and image processing field are in detection and estimation techniques and tracking.
Type:
Ph.D confirmation
Contact:
Vaughan Clarkson, seminar host (v.clarkson@itee.uq.edu.au)
or Guido Governatori (ITEE seminar co-ordinator)
(guido@itee.uq.edu.au)
ITEE seminar web page: http://www.itee.uq.edu.au/~seminar
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