Fast belief propagation process element for high-quality stereo estimation

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2009, Pages 745-748

  Cheng, Chao Chung ^a   Liang, Chia Kai ^a   Lai, Yen Chieh ^a   Chen, Homer H ^a   Chen, Liang Gee ^a  

^a NATIONAL TAIWAN UNIVERSITY   (Taiwan)

Author keywords

Belief propagation; Hardware implementation; Stereo estimation

Indexed keywords

GLOBAL OPTIMIZATION; ITERATIVE METHODS; MARKOV PROCESSES; MESSAGE PASSING; POTTS MODEL; SPEECH COMMUNICATION; STEREO IMAGE PROCESSING;

BELIEF PROPAGATION; COMPUTATION SAVINGS; COMPUTER VISION PROBLEMS; GLOBAL OPTIMIZATION TECHNIQUES; HARDWARE IMPLEMENTATIONS; ITERATIVE MESSAGE PASSING; MARKOV RANDOM FIELDS; PROCESS ELEMENTS;

AUDIO SIGNAL PROCESSING;

EID: 70349464767     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/icassp.2009.4959691     Document Type: Conference Paper

References (7)

1. Y. Boykov, O. Veksler, and R. Zabih, "Fast Approximate Energy Minimization via Graph Cuts," in IEEE Trans PAMI, vol. 23, no. 11, pp. 1222-1239, 2001.
2. W. Freeman, E. C. Pasztor, and O. T. Carmichael, "Learning the Low Level Vision," IJCV, vol. 70, no. 1, pp. 41-54, 2000.
3. R. Szeliski, et al., "A Comparative Study of Energy Minimization Methods for Markov Random Fields with Smoothness-Based Priors," IEEE Trans PAMI, vol. 30, no. 6, pp. 1068-1080, 2008.
4. C.-C. Liang, C.-C. Cheng, C.-K. Liang, Y.-C. Lai, L.-G. Chen, and H. H. Chen, "Hardware-Efficient Belief Propagation," submitted.
5. C.-C. Cheng, C.-K. Liang, Y.-C. Lai, H. H. Chen, L.-G. Chen, "Analysis of Belief Propagation for Hardware Realization," in Proc. SiPS, 2008.
6. J. Sun, N. N. Zheng, and H. Y. Shum, "Stereo Matching Using Belief Propagation," IEEE Trans. PAMI, vol. 25, no. 7, pp. 787-800, July 2003.
7. P. F. Felzenszwalb and D. P. Huttenlocher, "Efficient Belief Propagation for Early Vision," IJCV, vol. 70, no. 1, pp. 41-54, 2006.