Image Denoising

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7 papers in the last four weeks, down 22% on the four weeks before. 0.1% of all new papers.

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  1. 3D Field of Junctions: A Noise-Robust, Training-Free Structural Prior for Volumetric Inverse Problems

    Mar 2, 2026Narges Moeini, Namhoon Kim, Justin Romberg +1Image Inverse ProblemsImage Denoising

    Georgia Institute of Technology

  2. Teacher-Guided Causal Interventions for Image Denoising: Orthogonal Content-Noise Disentanglement in Vision Transformers

    Mar 1, 2026Kuai Jiang, Zhaoyan Ding, Guijuan Zhang +2Disentangled Representation LearningCausal Representation Learning

    China University of Mining and Technology · Shandong Normal University · Qilu University of Technology

  3. Denoising the Deep Sky: Physics-Based CCD Noise Formation for Astronomical Imaging

    Jan 30, 2026Shuhong Liu, Xining Ge, Ziying Gu +7Synthetic Data AugmentationImage Denoising

    The University of Tokyo · I2WM · Shanghai Astronomical Observatory +2

  4. A Machine Learning-Driven Solution for Denoising Inertial Confinement Fusion Images

    Nov 20, 2025Asya Y. Akkus, Bradley T. Wolfe, Pinghan Chu +7AutoencodersImage Denoising

    This work was conducted under the auspices of the DOE SULI and Los Alamos National Laboratory LDRD programs and by LLNL under Contract DE-AC52-07NA27344.

  5. Adaptive double-phase Rudin--Osher--Fatemi denoising model

    Oct 5, 2025Wojciech Górny, Michał Łasica, Alexandros MatsoukasImage Denoising

    Faculty of Mathematics, Universität Wien, Oskar-Morgerstern-Platz 1, 1090 Vienna, Austria; and Faculty of Mathematics, Informatics and Mechanics, University of Warsaw, Banacha 2, 02-097 Warsaw, Poland · Institute of Mathematics of the Polish Academy of Sciences, ´Sniadeckich 8, 00-656 Warsaw, Poland · Department of Mathematics, School of Applied Mathematical and Physical Sciences, National Technical University of Athens, Zografou Campus, 157 80 Athens, Greece

  6. A Tunable Despeckling Neural Network Stabilized via Diffusion Equation

    Nov 24, 2024Yi Ran, Zhichang Guo, Jia Li +3Adversarial RobustnessAlgorithm Unrolling

    School of Mathematics, Harbin Institute of Technology, 150001 Harbin, China · Helmholtz Imaging, Deutsches Elektronen-Synchrotron DESY, 22607 Hamburg, Germany · Fachbereich Mathematik, Universität Hamburg, 20146 Hamburg, Germany

  7. An Improved Variational Method for Image Denoising

    Oct 3, 2024Jing-En Huang, Jia-Wei Liao, Ku-Te Lin +2Image Denoising

    National Yang Ming Chiao Tung University · National Taiwan University · National Central University +1

  8. An Expectation-Maximization Algorithm for Training Clean Diffusion Models from Corrupted Observations

    Jul 1, 2024Weimin Bai, Yifei Wang, Wenzheng Chen +1Expectation-MaximizationDiffusion-Based Inverse Problems

    Academy for Advanced Interdisciplinary Studies, Peking University · College of Future Technology, Peking University · National Biomedical Imaging Center, Peking University +3