2022MNRAS.511.5372H -
Mon. Not. R. Astron. Soc., 511, 5372-5384 (2022/April-3)
The Thresher: Lucky imaging without the waste.
HITCHCOCK J.A., BRAMICH D.M., FOREMAN-MACKEY D., HOGG D.W. and HUNDERTMARK M.
Abstract (from CDS):
In traditional lucky imaging (TLI), many consecutive images of the same scene are taken with a high frame-rate camera, and all but the sharpest images are discarded before constructing the final shift-and-add image. Here, we present an alternative image analysis pipeline - The Thresher - for these kinds of data, based on online multi-frame blind deconvolution. It makes use of all available data to obtain the best estimate of the astronomical scene in the context of reasonable computational limits; it does not require prior estimates of the point-spread functions in the images, or knowledge of point sources in the scene that could provide such estimates. Most importantly, the scene it aims to return is the optimum of a justified scalar objective based on the likelihood function. Because it uses the full set of images in the stack, The Thresher outperforms TLI in signal-to-noise ratio; as it accounts for the individual-frame PSFs, it does this without loss of angular resolution. We demonstrate the effectiveness of our algorithm on both simulated data and real Electron-Multiplying CCD images obtained at the Danish 1.54-m telescope (hosted by ESO, La Silla). We also explore the current limitations of the algorithm, and find that for the choice of image model presented here, non-linearities in flux are introduced into the returned scene. Ongoing development of the software can be viewed at
https://github.com/jah1994/TheThresher.
Abstract Copyright:
© The Author(s) 2022. Published by Oxford University Press on behalf of Royal Astronomical Society
Journal keyword(s):
instrumentation: detectors - methods: data analysis - techniques: image processing
Simbad objects:
1
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