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Implementation of Robust Image Artifact Removal in SWarp through Clipped Mean Stacking
- Source :
- Publications of the Astronomical Society of the Pacific. 126:158-169
- Publication Year :
- 2014
- Publisher :
- IOP Publishing, 2014.
-
Abstract
- We implement an algorithm for detecting and removing artifacts from astronomical images by means of outlier rejection during stacking. Our method is capable of addressing both small, highly significant artifacts such as cosmic rays and, by applying a filtering technique to generate single frame masks, larger area but lower surface brightness features such as secondary (ghost) images of bright stars. In contrast to the common method of building a median stack, the clipped or outlier-filtered mean stacked point-spread function (PSF) is a linear combination of the single frame PSFs as long as the latter are moderately homogeneous, a property of great importance for weak lensing shape measurement or model fitting photometry. In addition, it has superior noise properties, allowing a significant reduction in exposure time compared to median stacking. We make publicly available a modified version of SWarp that implements clipped mean stacking and software to generate single frame masks from the list of outlier pixels.<br />PASP accepted; software for download at http://www.usm.uni-muenchen.de/~dgruen/
- Subjects :
- Pixel
Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Astrophysics::Instrumentation and Methods for Astrophysics
Stacking
FOS: Physical sciences
Astronomy and Astrophysics
Astrophysics::Cosmology and Extragalactic Astrophysics
Filter (signal processing)
Photometry (optics)
Space and Planetary Science
Outlier
Computer vision
Artificial intelligence
Surface brightness
Astrophysics - Instrumentation and Methods for Astrophysics
business
Instrumentation and Methods for Astrophysics (astro-ph.IM)
Weak gravitational lensing
Subjects
Details
- ISSN :
- 15383873 and 00046280
- Volume :
- 126
- Database :
- OpenAIRE
- Journal :
- Publications of the Astronomical Society of the Pacific
- Accession number :
- edsair.doi.dedup.....8136b6d0dcc8f618650fd3b4406a5ef5