Implementing GSCAD Method for Image Denoising and Inpainting


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Documentation for package ‘GSCAD’ version 0.1.0

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AddHoles Corrupt a clean image.
AddNoise Add noise to a clean image.
denoise Use a given dictionary D to denoise image.
denoiseImage Use a given dictionary D to denoise image.
gscad.denoise Use GSCAD to denoise image
gscad.DL Learn dictionary under GSCAD regularization
gscad.DLmask Learn dictionary under GSCAD regularization
ImageReCon Combine patches of image into full image
ImageSplit Splict image into small patches
inpaint Use a given dictionary D to inpaint image
inpaintImage Use a given dictionary D to inpaint image
lena Image data Lena
lena_crop Image data Lena_crop
NormMax Normalize dictionary atoms using l_{Inf} norm
ODCT Overcomplete Discrete Cosine Transform (ODCT) Generating Function.
PlotDic Plot atoms of a given dictionary
UpDic Update dictionary in GSCAD
UpDicMask Update dictionary in GSCAD