A Bayesian approach to the Hough transform for line detection

@article{Bonci2005ABA,
  title={A Bayesian approach to the Hough transform for line detection},
  author={Andrea Bonci and Tommaso Leo and Sauro Longhi},
  journal={IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans},
  year={2005},
  volume={35},
  pages={945-955}
}
This paper explains how to associate a rigorous probability value to the main straight line features extracted from a digital image. A Bayesian approach to the Hough Transform (HT) is considered. Under general conditions, it is shown that a probability measure is associated to each line extracted from the HT. The proposed method increments the HT accumulator in a probabilistic way: first calculating the uncertainty of each edge point in the image and then using a Bayesian probabilistic scheme… CONTINUE READING
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