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Exoplanet imaging data challenge: benchmarking the various image processing methods for exoplanet detection

Authors: Cantalloube, Faustine; Gomez-Gonzalez, Carlos; Absil, Olivier; Cantero, Carles; Bacher, Regis; Bonse, Markus; Bottom, Michael; +23 Authors

Exoplanet imaging data challenge: benchmarking the various image processing methods for exoplanet detection

Abstract

The Exoplanet Imaging Data Challenge is a community-wide effort meant to offer a platform for a fair and common comparison of image processing methods designed for exoplanet direct detection. For this purpose, it gathers on a dedicated repository (Zenodo), data from several high-contrast ground-based instruments worldwide in which we injected synthetic planetary signals. The data challenge is hosted on the CodaLab competition platform, where participants can upload their results. The specifications of the data challenge are published on our website. The first phase, launched on the 1st of September 2019 and closed on the 1st of October 2020, consisted in detecting point sources in two types of common data-set in the field of high-contrast imaging: data taken in pupil-tracking mode at one wavelength (subchallenge 1, also referred to as ADI) and multispectral data taken in pupil-tracking mode (subchallenge 2, also referred to as ADI mSDI). In this paper, we describe the approach, organisational lessons-learnt and current limitations of the data challenge, as well as preliminary results of the participants submissions for this first phase. In the future, we plan to provide permanent access to the standard library of data sets and metrics, in order to guide the validation and support the publications of innovative image processing algorithms dedicated to high-contrast imaging of planetary systems.

36 pages, 27 figures. Proceedings of SPIE "Astronomical Telescopes and Instrumentation" 2020

Keywords

Earth and Planetary Astrophysics (astro-ph.EP), 570, Aérospatiale, astronomie & astrophysique, Physique, chimie, mathématiques & sciences de la terre, Data challenge, FOS: Physical sciences, Exoplanet detection, [SDU] Sciences of the Universe [physics], High-contrast imaging, Physical, chemical, mathematical & earth Sciences, Post-processing techniques, Space science, astronomy & astrophysics, Adaptive Optics, Astrophysics - Instrumentation and Methods for Astrophysics, Adaptive optics, Instrumentation and Methods for Astrophysics (astro-ph.IM), Coronagraphy, Astrophysics - Earth and Planetary Astrophysics

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    popularity
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    Top 10%
    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
7
Top 10%
Average
Average
Green