From DESI to Euclid: A Generative Bridge to Unbiased Galaxy Structures
Renhao Ye, Shiyin Shen
astro-ph.GA, astro-ph.IM
Submitted: 2026-08-20
Updated: 2026-08-21
Comments: 10 pages, 6 figures, submitted to ApJL. Code and prediction available; feel free to download, use, and build on them. Prediction: https://doi.org/10.5281/zenodo.21032414
Code: https://github.com/Rh-YE/EBGS
License: http://creativecommons.org/licenses/by/4.0/
The gist: Ground-based seeing imprints a size-dependent bias on galaxy structural parameters, yet the space-based imaging needed to remove it currently covers only a small fraction of the sky.
Terminology
Abstract
Ground-based seeing imprints a size-dependent bias on galaxy structural parameters, yet the space-based imaging needed to remove it currently covers only a small fraction of the sky. We close this gap with a generative model that translates DESI imaging of Bright Galaxy Survey (BGS) targets into Euclid VIS images. A Fourier-domain analysis confirms that it recovers structure down to 0.37'' (from the 1.41'' DESI r-band baseline), an approximately 3.8-fold improvement in resolution. Although it stops short of the 0.16'' Euclid VIS resolution, this recovery already de-biases the structural parameters relative to the DESI r-band structure measurements: the Petrosian radius bias falls to +0.075'' (from-0.870''), independent of galaxy size; the S'ersic-radius bias drops to-0.018'' (from-0.322''); and the S'ersic-index bias to +0.093 (from +0.262). We release these translations over the Euclid DR1 footprint as the Euclid-resolution BGS (E-BGS), which can be blindly validated once DR1 is public.
Sources
- Bayesian Deconvolution of Astronomical Images with Diffusion Models: Quantifying Prior-Driven Features in Reconstructions
- Data Release 1 of the Dark Energy Spectroscopic Instrument
- Euclid Quick Data Release (Q1): VIS processing and data products
- Euclid Quick Data Release (Q1) -- Data release overview
- The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package
- The Relationship Between Stellar Light Distributions of Galaxies and their Formation Histories
- Euclid Quick Data Release (Q1): From images to multiwavelength catalogues: the Euclid MERge Processing Function
- Euclid Definition Study Report
- I$^2$SB: Image-to-Image Schr\"odinger Bridge
- Decoupled Weight Decay Regularization
- statmorph-lsst: Quantifying and correcting morphological biases in galaxy surveys
- AS-Bridge: A Bidirectional Generative Framework Bridging Next-Generation Astronomical Surveys
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