activity
20222026
most citedFrom Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation

14 citations · 29 across the 10 of their papers we have counts for

collaborators

10 papers

astro-ph.GA2026

From Observation to Ground Truth: Reconstruction Losses of Galaxy Imaging Under Heteroscedastic Noise

Renhao Ye, Shiyin Shen, Quanfeng Xu

Deep learning is widely used to analyze galaxy images, and the reconstruction loss determines which image features a model prioritizes during training. Mean squared error (MSE) and…

astro-ph.IM2025

Digitization of Astronomical Photographic Plate of China: Photometric Calibration of Single-exposure Plates and Release of Photometric Catalogs

Ma Mingyang, Yuan Haibo, Xiao Kai +15

The Chinese Plate-Digitizing Project has digitized a total number of about 30,000 astronomical plates from 11 telescopes of five observatories (SHAO, NAOC, PMO, YNAO, and QDO) in C…

astro-ph.GA2024

From Galaxy Zoo DECaLS to BASS/MzLS: detailed galaxy morphology classification with unsupervised domain adaption

Renhao Ye, Shiyin Shen, Rafael S. de Souza +6

The DESI Legacy Imaging Surveys (DESI-LIS) comprise three distinct surveys: the Dark Energy Camera Legacy Survey (DECaLS), the Beijing-Arizona Sky Survey (BASS), and the Mayall z-b…

cs.CV2024

DeRainGS: Gaussian Splatting for Enhanced Scene Reconstruction in Rainy Environments

Shuhong Liu, Xiang Chen, Hongming Chen +2

Reconstruction under adverse rainy conditions poses significant challenges due to reduced visibility and the distortion of visual perception. These conditions can severely impair t…

astro-ph.GA2024

Galmoss: A package for GPU-accelerated Galaxy Profile Fitting

Mi Chen, Rafael S. de Souza, Quanfeng Xu +5

We introduce galmoss, a python-based, torch-powered tool for two-dimensional fitting of galaxy profiles. By seamlessly enabling GPU parallelization, galmoss meets the high computat…

astro-ph.IM2024

Digitization of Astronomical Photographic Plate of China and Astrometric Measurement of Single-exposure Plates

Zheng-Jun Shang, Yong Yu, Liang-Liang Wang +9

From the mid-19th century to the end of the 20th century, photographic plates served as the primary detectors for astronomical observations. Astronomical photographic observations…

astro-ph.GA2023★ 6 cited

Spatially resolved self-consistent spectral modelling of jellyfish galaxies from MUSE with FADO: trends with mass and stripping intensity

Gabriel M. Azevedo, Ana L. Chies-Santos, Rogério Riffel +5

We present a spatially resolved stellar population analysis of 61 jellyfish galaxies and 47 control galaxies observed with ESO/MUSE attempting to understand the general trends of t…

astro-ph.GA2023★ 14 cited

From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation

Quanfeng Xu, Shiyin Shen, Rafael S. de Souza +7

We present a novel approach for the dimensionality reduction of galaxy images by leveraging a combination of variational auto-encoders (VAE) and domain adaptation (DA). We demonstr…

cs.CV2022★ 1 cited

Unsupervised multi-branch Capsule for Hyperspectral and LiDAR classification

Quanfeng Xu, Yi Tang, Yumei She

With the convenient availability of remote sensing data, how to make models to interpret complex remote sensing data attracts wide attention. In remote sensing data, hyperspectral…

astro-ph.IM2022★ 8 cited

qrpca: A Package for Fast Principal Component Analysis with GPU Acceleration

Rafael S. de Souza, Xu Quanfeng, Shiyin Shen +2

We present qrpca, a fast and scalable QR-decomposition principal component analysis package. The software, written in both R and python languages, makes use of torch for internal m…