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cloudclean.jl's Introduction

CloudClean.jl

"docs" "unit tests" "codecov"

Image infilling algorithm with focus on statistically accuracy

Installation

For the most recent development version, install directly from the GitHub

import Pkg
Pkg.add(url="https://github.com/andrew-saydjari/CloudClean.jl")

Description

By leveraging the local pixel-pixel covarariance structure in an image, CloudClean attempts to predict the values of missing pixels based on near-by unmasked pixels. The user needs only to provide an image and a mask of "bad" pixels and the choice of a few hyper parameters. CloudClean has two main operating modes:

  1. proc_discrete, which attempts to fill in masked data in a subregion centered on a discrete list of input points
  2. proc_continuous, which infills arbitrarily shaped and centered masks. The latter is like "Photoshop" for images with correlated structure.

This code is based heavily upon (and is in some sense a simplification of) CloudCovErr.jl.

Example

An example of the quality of the prediction for missing pixels is demonstrated on this image from the WISE 12 ฮผm dust map. More examples, notebooks, and documentation are in process.

"WISE infill example"

Contributing and Questions

This is a new piece of software. Filing an issue to report a bug or request a feature is extremely valuable in helping us prioritize what to work on, so don't hesitate.

cloudclean.jl's People

Contributors

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Stargazers

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Watchers

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cloudclean.jl's Issues

Similarities between ImageInpainting.jl and CloudClean.jl

Hey Andrew ๐Ÿ‘‹๐Ÿป , Both solve the problem of Image Inpainting(Infilling), I wonder what you think of helping out in developement of ImageInpainting.jl so that it's more sustainable and everyone who uses JuliaImages, benefits from this work which reduces package fragmentation.

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