👋 Welcome to Yurong Chen’s Homepage 陈煜嵘

“困时切莫间断，熬过此关，便可少进。再进在困，再困再奋，自有亨通精进之日。”

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🎓 About Me

I am currently a Ph.D. student at Hunan University, supervised by Prof. Yaonan Wang (王耀南) and Prof. Hui Zhang (张辉). My research lies at the intersection of:

• Hyperspectral Computational Imaging
• Inverse Problems in Imaging
• Statistical Machine Learning

I received my M.S. in Electrical and Computer Engineering from the University of Pittsburgh (UPitt) in 2020.

📧 Contact: chenyurong1998 [AT] outlook.com

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📚 Publications

You can find the full list on Google Scholar.

Selected Papers

• TIP’25 – LCTC: Lightweight Convolutional Thresholding Sparse Coding Network Prior for Compressive Hyperspectral Imaging [Code]
• TIP’25 – UnNull: Unsupervised Range-Nullspace Learning for Multispectral Demosaicing and Reconstruction [Code]
• TCSVT’24 – Prior Images Guided Generative Autoencoder for Dual-Camera Spectral Imaging [Code]
• TPAMI’23 – Prior Image Guided Snapshot Compressive Spectral Imaging [Code]
• TIP’23 – Flex-DLD: Deep Low-Rank Decomposition Model for Hyperspectral Restoration [Code]
• TII’23 – ADMM-DSP: Deep Spectral Prior for Spectral Demosaicing
• TCYB’23 – D-BIN: Disentangling Batch Instance Normalization for Domain Adaptation
• TIM’22 – TAE-Seg: Lung Segmentation with AutoEncoder Network [Code]
• 人工智能’22 – 医学高光谱显微成像综述
• TMI’21 – MAMA Net: Memory Autoencoder for Anomaly Detection
• ISBI’20 – Community Estimation for Brain Networks

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📦 Dataset Releases

• HVAD – Hyperspectral Vaccine Anomaly Detection Dataset
• MVTec-AD-C – Corrupted MVTec Dataset for Robust Anomaly Detection

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📓 Technical Blogs & Study Notes

A collection of algorithm implementations and notes for self-study and sharing:

Machine Learning Algorithms (MATLAB)

• Total Variation Denoising
• Nystrom Approximation
• Supervised PCA
• Spectral Clustering
• Locally Linear Embedding (LLE)
• MDS & Isomap
• Dual PCA & Kernel PCA (Video)

Python Scripts

• Robust PCA
• Covariance and Correlation

Concept Notes (PDF/PPT)

• Understanding VAE
• Evidence Lower Bound (ELBO)
• Gaussian Discriminant Analysis
• Genetic Programming in HSI
• Hilbert-Schmidt Independence Criterion

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🎥 Demos & Extras

• DIY Raman spectrometer using off-the-shelf optics: YouTube | 哔哩哔哩 Bilibili
• 📸 Photograph
• 📘 Essay: 《归国杂记》