Profil bibliographique

Chaoyan Huang

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2Publications signalées
0Citations signalées
0Affiliations récentes

Les domaines associés

Sparse and Compressive Sensing TechniquesAdvanced Image Processing TechniquesMedical Imaging Techniques and ApplicationsImage and Signal Denoising Methods

Les publications récentes

Accès ouvert 2026 preprint OpenAlex

A Principled Self-Referenced Early Stopping Approach for Deep Image Prior

Chaoyan Huang, Cheng-Han Huang, Ismail Alkhouri, Rongrong Wang

Recently, Deep Image Prior (DIP) has demonstrated strong capabilities for solving inverse imaging problems (IIPs) by optimizing a randomly initialized convolutional neural network in a training-data-free regime. However, DIP suffers from overfitting to noisy measurements due to network over-parameterization, making early stopping …

0 citations arXiv (Cornell University)
Accès ouvert 2026 preprint OpenAlex

Fractional-gradient Sparsity with Autoencoding Sequential Deep Image Prior for 3D CT Reconstruction

Haijie Yuan, Chaoyan Huang, Srijita Bandopadhyay, Liyue Shen et autres

3D volumetric reconstruction from incomplete or noisy measurements is a fundamental problem in medical imaging and computational tomography. Deep image prior (DIP)-based methods have recently shown strong capability for solving inverse problems without requiring large training datasets. However, directly extending DIP to …

0 citations arXiv (Cornell University)
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