TL;DR
This study classifies X-ray sources detected by SRG/eROSITA in the Lockman Hole into Galactic and extragalactic objects using flux ratios and optical data, achieving high accuracy and constructing number count curves.
Contribution
It introduces a classification method for SRG/eROSITA X-ray sources based on flux ratios and optical extent, with high reliability metrics.
Findings
High recall and precision for extragalactic sources (99.9% and 98.9%)
High recall and precision for Galactic sources (91.6% and 99.7%)
Constructed cumulative number counts for classified sources
Abstract
We have classified the point-like X-ray sources detected by the SRG/eROSITA telescope in the deep Lockman Hole survey. The goal was to separate the sources into Galactic and extragalactic objects. In this work have used the results of our previous cross-match of X-ray sources with optical catalogs. To classify SRG/eROSITA sources we have used the flux ratio and information about the source optical extent. As a result, of the 6885 X-ray sources in the eROSITA catalog 357 sources have been classified as Galactic and 5929 and as extragalactic. 539 out of 6885 have been treated as hostless, i.e., having no optical counterparts in the optical catalogs under consideration. 60 have remained unclassified due to the insufficient reliability of optical photometry. Recall and precision for the extragalactic sources are 99.9 and 98.9% (respectively) and 91.6 and 99.7% for the Galactic…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Code & Models
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
