Detecting Galactic Rings in the DESI Legacy Imaging Surveys with Semi-Supervised Deep Learning

TL;DR

This paper introduces a semi-supervised deep learning model, GC-SWGAN, for detecting galactic rings in large imaging surveys, achieving high accuracy and creating the largest catalog of ringed galaxies to date.

Contribution

The study develops a novel semi-supervised deep learning approach that reduces the need for extensive labeled data in galaxy ring detection, significantly improving efficiency and scale.

Findings

Achieved 97% accuracy in classifying ringed galaxies.

Identified 62,962 ringed galaxies from the DESI surveys.

Created the largest catalog of galaxy rings to date.

Abstract

The ring structures of disk galaxies are vital for understanding galaxy evolution and dynamics. However, due to the scarcity of ringed galaxies and challenges in their identification, traditional methods often struggle to efficiently obtain statistically significant samples. To address this, this study employs a novel semi-supervised deep learning model, GC-SWGAN, aimed at identifying galaxy rings from high-resolution images of the DESI Legacy Imaging Surveys. We selected over 5,000 confirmed ringed galaxies from the Catalog of Southern Ringed Galaxies (CSRG) and the Northern Ringed Galaxies from the GZ2 catalog (GZ2-CNRG), both verified by morphology expert R. J. Buta, to create an annotated training set. Additionally, we incorporated strictly selected non-ringed galaxy samples from the Galaxy Zoo 2 dataset and utilized unlabelled data from DESI Legacy Surveys to train our model. Through semi-supervised learning, the model significantly reduced reliance on extensive annotated data while enhancing robustness and generalization. On the test set, it demonstrated exceptional performance in identifying ringed galaxies. With a probability threshold of 0.5, the classification accuracy reached 97\%, with precision and recall for ringed galaxies at 94\% and 93\%, respectively. Building on these results, we predicted 750,000 galaxy images from the DESI Legacy Imaging Surveys with r-band apparent magnitudes less than 17.0 and redshifts in the range 0.0005 < z < 0.25, compiling the largest catalog of ringed galaxies to date, containing 62,962 galaxies with ring structures. This catalog provides essential data for subsequent research on the formation mechanisms and evolutionary history of galaxy rings.