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ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Dataset of artefacts and nominal objects for machine learning applications in astronomy

Authors: Sreejith, Sreevarsha; Pruzhinskaya, Maria; Volnova, Alina; Krushinsky, Vadim; Malanchev, Konstantin; Ishida, Emille; Lavrukhina, Anastasia; +4 Authors

Dataset of artefacts and nominal objects for machine learning applications in astronomy

Abstract

We present two datasets, each containing 1127 image cutouts from ZTF DR3: Artefact dataset – images containing artefacts; isolated using the active anomaly detection algorithm PineForest, developed by the SNAD team. Nominal dataset – consisting of normal objects selected from the same ZTF fields as the artefact dataset. Data Format Both datasets are provided in FITS format in two sizes: 28 × 28 pixels 63 × 63 pixels FITS Headers Each FITS file includes the following metadata in its header in addition to standard ZTF headers: OID – ZTF Object ID OIDRA – Object Right Ascension (deg) OIDDEC – Object Declination (deg) TAGS – Labels for the central object according to the SNAD classification schema (only for artefact dataset) URL – Download URL for the FITS image These datasets are intended for use in machine learning training, anomaly detection studies, and astrophysical catalog cleaning. If you use this dataset, please cite the corresponding SNAD publications. For more information, visit: https://snad.space/

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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!
0
Average
Average
Average