Research graph
References from From Observation to Ground Truth: Reconstruction Losses of Galaxy Imaging Under Heteroscedastic Noise. Local targets link to admitted publications; unresolved targets remain external evidence.
Astronomical Image Denoising by Self-Supervised Deep Learning and Restoration Processes
10.1038/s41550-025-02484-z · 2025 · External reference
10.1088/1674-4527/ade7ef
10.1088/1674-4527/ade7ef · External reference
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10.2139/ssrn.5211071
10.2139/ssrn.5211071 · External reference
10.3847/1538-3881/adfb72
10.3847/1538-3881/adfb72 · External reference
Enabling Unsupervised Discovery in Astronomical Images through Self-Supervised Representations
10.1093/mnras/stae926 · 2024 · External reference
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Deciphering Galaxy Images Using Machine Vision – Combining Variational Autoencoder and Principal Component Analysis for Feature Extraction
10.1093/mnras/staf1926 · 2025 · External reference
10.1051/0004-6361/202555288
10.1051/0004-6361/202555288 · External reference
Unveiling the Nature of Polar-Ring Galaxies from Deep Imaging
10.1088/1674-4527/ac8d82 · 2022 · External reference
Unresolved reference
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Stellar Tidal Streams around Nearby Spiral Galaxies with Deep Imaging from Amateur Telescopes
10.1051/0004-6361/202554980 · 2025 · External reference
Unresolved reference
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Image Super-Resolution Using Deep Convolutional Networks
10.1109/tpami.2015.2439281 · 2016 · External reference
10.1017/cbo9780511807909
10.1017/cbo9780511807909 · External reference
Unresolved reference
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10.1109/wacv48630.2021.00218
10.1109/wacv48630.2021.00218 · External reference
Unresolved reference
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Overview of the DESI Legacy Imaging Surveys
10.3847/1538-3881/ab089d · 2019 · External reference
Unresolved reference
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First Results from the TNG50 Simulation: Galactic Outflows Driven by Supernovae and Black Hole Feedback
10.1093/mnras/stz2306 · 2019 · External reference
SKIRT 9: Redesigning an Advanced Dust Radiative Transfer Code to Allow Kinematics, Line Transfer and Polarization by Aligned Dust Grains
10.1016/j.ascom.2020.100381 · 2020 · External reference
10.1051/0004-6361/202554287
10.1051/0004-6361/202554287 · External reference
First Results from the TNG50 Simulation: The Evolution of Stellar and Gaseous Disks across Cosmic Time
10.1093/mnras/stz2338 · 2019 · External reference
Unresolved reference
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Unresolved reference
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Unresolved reference
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SKIRT 9: Redesigning an Advanced Dust Radiative Transfer Code to Allow Kinematics, Line Transfer and Polarization by Aligned Dust Grains
10.1016/j.ascom.2020.100381 · ExternalCitation · doi-reference
10.1017/cbo9780511807909
10.1017/cbo9780511807909 · ExternalCitation · doi-reference
Astronomical Image Denoising by Self-Supervised Deep Learning and Restoration Processes
10.1038/s41550-025-02484-z · ExternalCitation · doi-reference
10.1051/0004-6361/202554287
10.1051/0004-6361/202554287 · ExternalCitation · doi-reference
Stellar Tidal Streams around Nearby Spiral Galaxies with Deep Imaging from Amateur Telescopes
10.1051/0004-6361/202554980 · ExternalCitation · doi-reference
10.1051/0004-6361/202555288
10.1051/0004-6361/202555288 · ExternalCitation · doi-reference
Unveiling the Nature of Polar-Ring Galaxies from Deep Imaging
10.1088/1674-4527/ac8d82 · ExternalCitation · doi-reference
10.1088/1674-4527/ade7ef
10.1088/1674-4527/ade7ef · ExternalCitation · doi-reference
Enabling Unsupervised Discovery in Astronomical Images through Self-Supervised Representations
10.1093/mnras/stae926 · ExternalCitation · doi-reference
Deciphering Galaxy Images Using Machine Vision – Combining Variational Autoencoder and Principal Component Analysis for Feature Extraction
10.1093/mnras/staf1926 · ExternalCitation · doi-reference
First Results from the TNG50 Simulation: Galactic Outflows Driven by Supernovae and Black Hole Feedback
10.1093/mnras/stz2306 · ExternalCitation · doi-reference
First Results from the TNG50 Simulation: The Evolution of Stellar and Gaseous Disks across Cosmic Time
10.1093/mnras/stz2338 · ExternalCitation · doi-reference
Image Super-Resolution Using Deep Convolutional Networks
10.1109/tpami.2015.2439281 · ExternalCitation · doi-reference
10.1109/wacv48630.2021.00218
10.1109/wacv48630.2021.00218 · ExternalCitation · doi-reference
10.2139/ssrn.5211071
10.2139/ssrn.5211071 · ExternalCitation · doi-reference
Overview of the DESI Legacy Imaging Surveys
10.3847/1538-3881/ab089d · ExternalCitation · doi-reference
10.3847/1538-3881/adfb72
10.3847/1538-3881/adfb72 · ExternalCitation · doi-reference
