Estimation of Surface-Based Target Registration Error Under Heteroscedastic Noise
Project Supervisor: Burton Ma
The goal of the project is to derive an analytic expression for target registration error (TRE) for shape based registration under heteroscedastic measurement noise, and to validate the expression using simulated registration data. Real world data will be collected and used during the validation process if time permits.
 B. Ma, M. H. Moghari, R. E. Ellis, and P. Abolmaesumi. “Estimation of optimal fiducial target
registration error in the presence of heteroscedastic noise”. IEEE Transactions on Medical Imaging,
vol. 29, no. 3, pp. 708-723, 2010.
 R. Sandhu, S. Dambreville, and A. Tannenbaum. “Point set registration via particle filtering and
stochastic dynamics”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 8,
pp. 1459-1473, 2010.
 P. J. Besl and N. D. McKay. “A method for registration of 3-D shapes”. IEEE Transactions on
Pattern Analysis and Machine Intelligence, vol. 14, no. 2, pp. 239-255, 1992.
 B. Ma and R. E. Ellis, “Analytic expressions for fiducial and surface target registration error,” in
Medical Image Computing and Computer Assisted Intervention, ser. Lecture Notes in Computer
Science, R. Larsen, M. Nielsen, and J. Sporring, Eds. Springer Berlin / Heidelberg, 2006, vol. 4191, pp.
 J. M. Fitzpatrick, J. B. West, and C. R. Maurer, Jr. “Predicting error in rigid-body point-based
registration”. IEEE Transactions on Medical Imaging, vol. 17, no. 5, pp. 694-702, 1998.
 L. Walia. CSE4080 report, 2010.
 K. Schindler and H. Bischof. “On robust regression in photogrammetric point clouds”. Lecture
notes on computer science, vol. 2781, pp 172-178, 2003.
 B. Matei and P. Meer. “Optimal rigid motion estimation and performance evaluation with
bootstrap,” in IEEE Conference on Computer Vision and Pattern Recognition, IEEE Computer Society,
1999, pp. 1339-1345.
 R. S. J. Estpar, A. Brun, and C.-F. Westin, “Robust generalized total least squares iterative closest
point registration,” in Medical Image Computing and Computer Assisted Intervention, ser. Lecture
Notes in Computer Science, C. Barillot, D. R. Haynor, and P. Hellier, Eds. Springer Berlin / Heidelberg,
2004, vol.3216, pp. 234–241.
 R. M. Murray, Z. Li, and S. S. Sastry. “Rigid body motion” in A Mathematical Introduction to
Robotic Manipulation, 2nd ed., CRC Press, 1994, pp. 19-51.
Last updated: October 27, 2010