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Inference

Denoising images through sampling.

There are three sampling methods.

1. Iterative Conditional Modes (ICM)

To run this,

python ICM_sampler.py

2. Gibbs Sampling

To run this,

python Gibbs_sampler.py

To run the random version,

python RandomGIBBS_sampler.py

##3. Variational Bayes To run this,

python VariationalBayes_sampler.py

Image Segmentation using KNN Classifier

To run this,

python IMSEG.py

Dependencies

  • scipy
  • numpy
  • matplotlib
  • scikit-learn

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Denoising images through sampling.

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