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Improved RealGalaxy catalog #551

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@rmjarvis

The current RealGalaxy catalog could be improved in a number of ways. (Feel free to turn this issue into some subset of these and spawn the rest off into other issues as appropriate.)

  • Possible improvements to mono-chromatic RealGalaxy catalog:
    • Increase the size of the current sample.
    • Increase the depth by using deeper fields.
    • Denoise the images to make them effectively deeper while still retaining the important features of the profiles. (Note: @arunkannawadi working on this.)
  • Steps to enable ChromaticRealGalaxy objects:
    • Get images of HST galaxies with reasonably consistent MultiDrizzle settings, in a range of band passes. (Note: Anton Koekemoer is going to send AEGIS data, which is a good starting point, with F606W and F814W. Later we will move to CANDELS.)
    • Make sure that CTI correction software has been run.
    • Make appropriate cutouts around galaxies that are appropriate for all bands.
    • Estimate PSFs from star fields. This requires some additional code infrastructure once we no longer use just F814W.
    • Run Sersic and B+D fits to these objects in each band, so we can have realistic parametric chromatic galaxies.
    • Assemble enough blank fields in each band to have an estimate of the CorrelatedNoise in each that we can use for whitening purposes.
    • Look into denoising the images (as above) so we can make the sample effectively deeper.

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    descOf possible interest to LSST DESC members looking for a projectfeature requestRequest for a new feature in GalSiminputsRelated to input files used by GalSim, such as the cosmos data, SEDs, bandpasses, etc.

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