Nonparametric Neighborhood Statistics for MRI Denoising

@article{Awate2005NonparametricNS,
  title={Nonparametric Neighborhood Statistics for MRI Denoising},
  author={Suyash P. Awate and Ross T. Whitaker},
  journal={Information processing in medical imaging : proceedings of the ... conference},
  year={2005},
  volume={19},
  pages={677-88}
}
This paper presents a novel method for denoising MR images that relies on an optimal estimation, combining a likelihood model with an adaptive image prior. The method models images as random fields and exploits the properties of independent Rician noise to learn the higher-order statistics of image neighborhoods from corrupted input data. It uses these statistics as priors within a Bayesian denoising framework. This paper presents an information-theoretic method for characterizing neighborhood… CONTINUE READING