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Table · dataset · 2025

Dwarf galaxy candidates detection

Listed in IVOA Registry (Virtual Observatory)

The missing satellites problem remains a core issue of the {LAMBDA}CDM model.

Description

On small-scale, the number of observed dwarf galaxies is still fewer than the number predicted by existing theories. Therefore, finding fainter dwarf galaxies in deeper images is crucial for refining the existing theoretical framework.

In this study, we propose an end-to-end automatic identification scheme for small size and faint dwarf galaxies based on DESI photometric images and provide a batch of dwarf galaxy candidates. We develop a dwarf galaxy automatic detection model, YOLO-DG, based on the YOLOv7 framework, achieving a precision of 88.2% and a recall of 89.1% on the test set. We identify 742251 dwarf galaxy candidates across the entire DESI DR9 footprint using YOLO-DG, with their spectral redshifts concentrated in the range of 0 to 0.1.

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The faintest dwarf galaxy candidates detected by YOLO-DG have magnitudes of 31.61mag, 27.62mag, and 32.78mag in the g, r, and z bands, respectively. We identify 95230 local volume dwarf galaxy candidates, 33 of which are identified based on spectral redshift. The half-light radius of the smallest local volume dwarf galaxy candidate is 0.31 arcsec.

Finally, we provide a complete catalog of local volume dwarf galaxy candidates.

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IVOA Registry (Virtual Observatory)ivo://cds.vizier/j/a+a/696/a13012 d agoJSON v1
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concepts[modality].local:modality:imageenrichment · IVOA Registrykeyword-concept-rules@1.0.0title+description (65%)
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