kingang1986/gmmreg - Githubissues

Contact: Bing Jian bing.jian@gmail.com Baba C. Vemuri: vemuri@cise.ufl.edu

Website: For the latest version, please visit http://code.google.com/p/gmmreg/

Terms: Please see the LICENSE file for details.

Description: This website hosts implementations of the robust point set registration algorithm discribed in the following ICCV'05 paper: A Robust Algorithm for Point Set Registration Using Mixture of Gaussians, Bing Jian and Baba C. Vemuri, 10th IEEE International Conference on Computer Vision (ICCV 2005), 17-20 October 2005, Beijing, China, pp. 1246-1251.

Currently we provide the implementations in C++, MATLAB, and Python, with full source code. You can download the source code for free, use and change it as you like, but please refer to this webpage and cite our paper.

A bibtex entry for this paper is given below: @INPROCEEDINGS{Jian&Vemuri_iccv05, author = {Bing Jian and Baba C. Vemuri}, title = {A Robust Algorithm for Point Set Registration Using Mixture of Gaussians.}, booktitle = {10th IEEE International Conference on Computer Vision (ICCV 2005), 17-20 October 2005, Beijing, China}, year = {2005}, pages = {1246-1251}, }

Acknowledgment: [1] This research was in part supported by the National Institutes of Health (NIH RO1 NS046812 and NS42075). The matrix/vector computation and optimization algorithm are implemented using the VXL/VNL software package.

[2] This work has benefited a lot from the code and datasets used in several past related work including:

Haili Chui, Anand Rangarajan: A New Algorithm for Non-Rigid Point Matching. CVPR 2000: 2044-2051
http://www.cis.ufl.edu/~anand/students/chui/research.html

Andrew Fitzgibbon, Robust Registration of 2D and 3D Point Sets.  BMVC 2001
http://research.microsoft.com/~awf/lmicp/

Yanghai Tsin, Takeo Kanade: A Correlation-Based Approach to Robust Point Set Registration. ECCV (3) 2004: 558-569
http://www.cs.cmu.edu/~ytsin/KCReg/

Andriy Myronenko, Xubo B. Song, Miguel A. Carreira-Perpinan: Non-rigid point set registration: Coherent Point Drift. NIPS 2006: 1009-1016
http://www.csee.ogi.edu/~myron/matlab/cpd/

[3] This program was also tested on some other datasets provided by Adrian Peter, Tibério S. Caetano, Michal Sofka.

Adrian Peter and Anand Rangarajan, 
"A New Closed-Form Information Metric for Shape Analysis," 
Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2006. 

Tibério S. Caetano, Terry Caelli, Dale Schuurmans, Dante Augusto Couto Barone: 
Graphical Models and Point Pattern Matching. 
IEEE Trans. Pattern Anal. Mach. Intell. 28(10): 1646-1663 (2006) 

Michal Sofka, Gehua Yang, Charles V. Stewart:
Simultaneous Covariance Driven Correspondence (CDC) and Transformation Estimation in the Expectation Maximization Framework.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2007

[4] Many thanks go to Santhosh Kodipaka, Ting Chen and Andriy Myronenk for testing this program and providing helpful suggestions.

kingang1986 / gmmreg

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