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Quantitative Performance of the Mopex Multi-Frame Outlier-Detection Algorithm

Laher, Russ and Grant, Andrew and Fang, Fan (2008) Quantitative Performance of the Mopex Multi-Frame Outlier-Detection Algorithm. Publications of the Astronomical Society of the Pacific, 120 (874). pp. 1325-1331. ISSN 0004-6280. https://resolver.caltech.edu/CaltechAUTHORS:LAHpasp08

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Abstract

The Mopex software is used at the Spitzer Science Center (SSC) to produce co-added and mosaicked images from sets of individually processed Spitzer images. Until now, quantitative studies of the performance of Mopex's outlier-detection methods had never been performed. This particular study focuses only on Mopex's multiframe outlier-detection algorithm, and future studies are still needed to characterize its so-called box and dual methods. The performance of the multiframe method varies with two adjustable parameters, ΓTOP and ΓRM. For a given ΓTOP value, we computed the completeness (C) and reliability (R) of the outlier detection for 101 discrete values of ΓRM uniformly distributed in the full range of possible settings for this parameter, which lie continuously between 0 and 1, inclusive. We characterized the C and R performance as a function of ΓRM in this manner for ΓTOP values of 2, 2.5, 3, 5, and 10 for image data in all four IRAC channels (infrared passbands). Not surprisingly, the performance for IRAC channel 3 is relatively poor because the image data for this channel are markedly noisier. The best performance was obtained for a ΓTOP value of 3, and this applies to all four channels. Generally, setting ΓRM low will maximize completeness at the expense of reliability, and vice versa for setting ΓRM high. For example, for IRAC channel 1 and ΓTOP = 3, setting ΓRM = 0.3 gives C = 83% and R = 41%, and setting ΓRM = 0.8 gives C = 52% and R = 86%.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1086/596109DOIArticle
ORCID:
AuthorORCID
Laher, Russ0000-0003-2451-5482
Additional Information:© 2008. The Astronomical Society of the Pacific. Received 2008 August 13; accepted 2008 November 10; published 2008 December 3. We are grateful to John Fowler for providing valuable advice on how to simulate cosmic-ray data.
Issue or Number:874
Record Number:CaltechAUTHORS:LAHpasp08
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:LAHpasp08
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:13045
Collection:CaltechAUTHORS
Deposited By: Archive Administrator
Deposited On:17 Jan 2009 00:54
Last Modified:03 Mar 2020 13:01

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