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» Continuous-Time Belief Propagation
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NIPS
2003
15 years 6 months ago
Linear Response for Approximate Inference
Belief propagation on cyclic graphs is an efficient algorithm for computing approximate marginal probability distributions over single nodes and neighboring nodes in the graph. I...
Max Welling, Yee Whye Teh
ICANN
2007
Springer
15 years 10 months ago
Theoretical Analysis of Accuracy of Gaussian Belief Propagation
Abstract. Belief propagation (BP) is the calculation method which enables us to obtain the marginal probabilities with a tractable computational cost. BP is known to provide true m...
Yu Nishiyama, Sumio Watanabe
PSIVT
2009
Springer
135views Multimedia» more  PSIVT 2009»
15 years 9 months ago
Belief Propagation for Stereo Analysis of Night-Vision Sequences
Abstract. This paper studies different specifications of belief propagation for stereo analysis of seven rectified stereo night-vision sequences (provided by Daimler AG). As sho...
Shushi Guan, Reinhard Klette, Young Woon Woo
116
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ICML
2009
IEEE
16 years 5 months ago
Orbit-product representation and correction of Gaussian belief propagation
Jason K. Johnson, Vladimir Y. Chernyak, Michael Ch...
SIPS
2008
IEEE
15 years 11 months ago
Analysis of belief propagation for hardware realization
Belief propagation has become a popular technique for solving computer vision problems, such as stereo estimation and image denoising. However, it requires large memory and bandwi...
Chao-Chung Cheng, Chia-Kai Liang, Yen-Chieh Lai, H...