Nonparametric Belief Propagation and Facial Appearance Estimation

作者: Erik B. Sudderth , Alexander T. Ihler , Alan S. Willsky , William T. Freeman

DOI:

关键词:

摘要: … There exist inference algorithms for discrete approximations to these continuous … and belief propagation (BP), this paper develops a nonparametric belief propagation (NBP) algorithm …

参考文章(25)
Arnaud Doucet, Neil J. Gordon, Joao F. G. De Freitas, Editors: Sequential Monte Carlo Methods in Practice ,(2001)
Michael Black, Hedvig Sidenbladh, Learning the statistics of peopl learning the statistics of people in images and video International Journal of Computer Vision. ,(2003)
Fernando De la Torre, Michael J. Black, Robust Parameterized Component Analysis european conference on computer vision. pp. 653- 669 ,(2002) , 10.1007/3-540-47979-1_44
AM Martinez, R Benavente, The AR face database CVC Technical Report24. ,vol. 24, ,(1998)
James M. Coughlan, Sabino J. Ferreira, Finding Deformable Shapes Using Loopy Belief Propagation european conference on computer vision. pp. 453- 468 ,(2002) , 10.1007/3-540-47977-5_30
M. Weber, M. Welling, P. Perona, Unsupervised Learning of Models for Recognition Computer Vision - ECCV 2000. pp. 18- 32 ,(2000) , 10.1007/3-540-45054-8_2
Gregory F. Cooper, The computational complexity of probabilistic inference using bayesian belief networks Artificial Intelligence. ,vol. 42, pp. 393- 405 ,(1990) , 10.1016/0004-3702(90)90060-D
Stuart Geman, Donald Geman, Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-6, pp. 721- 741 ,(1984) , 10.1109/TPAMI.1984.4767596
Uri Lerner, Daphne Koller, Dragomir Angelov, A general algorithm for approximate inference and its application to hybrid bayes nets uncertainty in artificial intelligence. pp. 324- 333 ,(1999)
D. Alspach, H. Sorenson, Nonlinear Bayesian estimation using Gaussian sum approximations IEEE Transactions on Automatic Control. ,vol. 17, pp. 439- 448 ,(1972) , 10.1109/TAC.1972.1100034