Cover Image

Beyond Colors: Probing Redshifts from Galaxy Morphology in Single-band Images with ViT-MDNz

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Luo, Zhijian, Li, Yangyang, Chen, Jianzhen, Cao, Qishen, Cao, Duo, Zhang, Shaohua, Xiao, Hubing, Shu, Chenggang
Format:	Preprint
Published:	2026
Subjects:	Astrophysics of Galaxies Instrumentation and Methods for Astrophysics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LSTM-MDNz: Estimating Quasar Photometric Redshifts with an LSTM-Augmented Mixture Density Network
by: Chen, Jianzhen, et al.
Published: (2025)

Galaxy Morphology Classification via Deep Semi-Supervised Learning with Limited Labeled Data
by: Luo, Zhijian, et al.
Published: (2025)

Cross-Survey Image Transformation: Enhancing SDSS and DECaLS Images to Near-HSC Quality for Advanced Astronomical Analysis
by: Luo, Zhijian, et al.
Published: (2024)

Identifying Dust-lane Spheroidal Galaxies in DESI Legacy Imaging Surveys Using Semi-Supervised Methods
by: Luo, Zhijian, et al.
Published: (2025)

Photometric Redshift Estimation for CSST Survey with LSTM Neural Networks
by: Luo, Zhijian, et al.
Published: (2024)

BALNet: Deep Learning-Based Detection and Measurement of Broad Absorption Lines in Quasar Spectra
by: Li, Yangyang, et al.
Published: (2025)

Imputation of Missing Photometric Data and Photometric Redshift Estimation for CSST
by: Luo, Zhijian, et al.
Published: (2024)

Detecting Galactic Rings in the DESI Legacy Imaging Surveys with Semi-Supervised Deep Learning
by: Chen, Jianzhen, et al.
Published: (2025)

The Quasar-associated 2175 Å Dust Absorbers in the SDSS DR16 Quasar Catalog
by: Zhang, Shaohua, et al.
Published: (2025)

Performance of Photometric Template Fitting for Ultra-High Redshift Galaxies
by: Clausen, Thorbjørn, et al.
Published: (2024)

Deep Learning Improves Photometric Redshifts in All Regions of Color Space
by: Moran, Emma R., et al.
Published: (2025)

Probing the History of the Galaxy Assembly of the Counter-rotating Disk Galaxy PGC 66551
by: Katkov, Ivan, et al.
Published: (2023)

Galaxy Spectra neural Network (GaSNet). II. Using Deep Learning for Spectral Classification and Redshift Predictions
by: Zhong, Fucheng, et al.
Published: (2023)

Unveiling Galaxy Morphology through an Unsupervised-Supervised Hybrid Approach
by: Kolesnikov, I., et al.
Published: (2024)

Galaxy Morphological Classification with Zernike Moments and Machine Learning Approaches
by: Ghaderi, Hamed, et al.
Published: (2025)

Interpreting Multi-band Galaxy Observations with Large Language Model-Based Agents
by: Sun, Zechang, et al.
Published: (2024)

A comparative study of ultraluminous infrared galaxies in the IRAS and SDSS Surveys
by: Zhang, Shaohua, et al.
Published: (2024)

Morphologies for DECaLS Galaxies through a combination of non-parametric indices and machine learning methods: A comprehensive catalog using the Galaxy Morphology Extractor (galmex) code
by: Sampaio, V. M., et al.
Published: (2026)

E(2)-Equivariant Features in Machine Learning for Morphological Classification of Radio Galaxies
by: Lines, Natalie E. P., et al.
Published: (2024)

SAGUI: SED-based Segmentation of Multi-band Galaxy Images -- Application to JADES in GOODS-South
by: de Souza, Rafael S., et al.
Published: (2026)

Photometric Redshift Estimation for Rubin Observatory Data Preview 1 with Redshift Assessment Infrastructure Layers (RAIL)
by: Zhang, T., et al.
Published: (2025)

Accelerating Redshift-Conditioned Galaxy Image Synthesis with One-step Generative Modeling
by: Yang, Tianyue, et al.
Published: (2026)

Photometric Super-Resolution for Improving Galaxy Morphological Measurements using Conditional Generative Adversarial Networks
by: Kahn, Samuel, et al.
Published: (2026)

Morphological Parameters and Associated Uncertainties for 8 Million Galaxies in the Hyper Suprime-Cam Wide Survey
by: Ghosh, Aritra, et al.
Published: (2022)

Mephisto: Self-Improving Large Language Model-Based Agents for Automated Interpretation of Multi-band Galaxy Observations
by: Sun, Zechang, et al.
Published: (2025)

NIRDust: Probing Hot Dust Emission Around Type 2 AGN Using K-band Spectra
by: Gaspar, Gaia, et al.
Published: (2024)

Radio Galaxy Zoo: Morphological classification by Fanaroff-Riley designation using self-supervised pre-training
by: Buatthaisong, Nutthawara, et al.
Published: (2025)

Starkindler: An Uncertainty Aware Objective for Photometric Redshift Estimation
by: Singh, Raahul, et al.
Published: (2025)

The Redshifts from 122 Bands: Comparative Redshift Forecast for Low-Resolution Spectra from SPHEREx and 7-Dimensional Sky Survey (7DS)
by: Bae, Jangho, et al.
Published: (2025)

Bayesian and Convolutional Networks for Hierarchical Morphological Classification of Galaxies
by: Serrano-Pérez, Jonathan, et al.
Published: (2024)

Why the Northern Hemisphere Needs a 30-40 m Telescope and the Science at Stake: Northern Local Star-forming Dwarf Galaxies. Analogues of the First Galaxies and Probes of the Cosmic Metallicity Scale
by: Esteban, C., et al.
Published: (2025)

Optimizing Deep Learning Photometric Redshifts for the Roman Space Telescope with HST/CANDELS
by: Khederlarian, Ashod, et al.
Published: (2026)

High-Redshift Gravitational Lens Discoveries in JWST NIRCam Using AnomalyMatch
by: Dima, Julia, et al.
Published: (2026)

Artificial Broadcasts as Galactic Populations: II. Comparing Individualist and Collective Bounds on Broadcast Populations in Single Galaxies
by: Lacki, Brian C.
Published: (2024)

Milky Way and Nearby Galaxies Science with the Single Aperture Large Telescope for Universe Studies (SALTUS) Space Observatory
by: Levy, Rebecca C., et al.
Published: (2024)

Euclid: Galaxy SED reconstruction in the PHZ processing function: impact on the PSF and the role of medium-band filters
by: Euclid Collaboration, et al.
Published: (2026)

Probing the Anisotropy and Non-Gaussianity in the Redshift Space through the Conditional Moments of the First Derivative
by: Kanafi, M. H. Jalali, et al.
Published: (2023)

Probing Dust Composition in Distant Galaxies with JWST Mid-IR Spectroscopy of Quasars with Foreground 2175 Å Absorbers II. Measurements of Grain Composition and Extinction Properties
by: Klimenko, Viacheslav V., et al.
Published: (2026)

Resolving Galaxy Nuclei and Compact Stellar Systems as Engines of Galaxy Evolution
by: Lamprecht, Julia, et al.
Published: (2025)

Standard Sirens in 2040s: Probing the Cosmic Expansion History with Gravitational Waves and Spectroscopic Galaxy Surveys
by: Borghi, Nicola, et al.
Published: (2025)