1. Articles from Seungri Song

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    1. Intraoperative margin assessment of human breast tissue in optical coherence tomography images using deep neural networks

      Intraoperative margin assessment of human breast tissue in optical coherence tomography images using deep neural networks

      Objective: In this work, we perform margin assessment of human breast tissue from optical coherence tomography (OCT) images using deep neural networks (DNNs). This work simulates an intraoperative setting for breast cancer lumpectomy. Methods: To train the DNNs, we use both the state-of-the-art methods (Weight Decay and DropOut) and a newly introduced regularization method based on function norms. Commonly used methods can fail when only a small database is available. The use of a function norm introduces a direct control over the complexity of the function with the aim of diminishing the risk of overfitting. Results: As neither the code ...

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  2. Topics in the News

    1. (6 articles) National Institutes of Health
    2. (2 articles) UC Irvine
    3. (2 articles) Oregon Health & Science University
    4. (2 articles) Zhongping Chen
    5. (2 articles) Yifan Jian
    6. (1 articles) K. U. Leuven
    7. (1 articles) Sungkyunkwan University
    8. (1 articles) Chulmin Joo
    9. (1 articles) UCLA
    10. (1 articles) University of L├╝beck
    11. (1 articles) Pusan National University
    12. (1 articles) Evelyn Regar
    13. (1 articles) Antonios Karanasos
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    Intraoperative margin assessment of human breast tissue in optical coherence tomography images using deep neural networks The Effect of Anti-Tubercular Drugs on Retinal Nerve Fiber Layer Thickness Using Optical Coherence Tomography A Cross-sectional Optical Coherence Tomography Study in Patients on Taxane-based Therapy and A Case Report with the Literature Review Association of systemic inflammatory biomarkers with morphological characteristics of the coronary atherosclerotic plaque by intravascular optical coherence tomography. OCT angiography improves views of retina blood flow Real-time retinal layer segmentation of OCT Volumes with GPU and Deep learning Baylor College of Medicine Receives a 2020 NIH Grant for Biomechanics of Early Mammalian Cardiogenesis University of Houston Receives a 2020 NIH Grant for Biomechanics of Neural Tube Development using Brillouin-OCT Multimodality Oregon Health and Sciences University Receives a 2020 NIH Grant  for Artificial Intelligence Assisted Panoramic Optical Coherence Tomography for Retinopathy of Prematurity UC Irvine Receives a 2020 NIH Grant for In Vivo Imaging and Quantification of Cilia Beating Dynamics Using Phase-Resolved Optical Imaging Technology UC Irvine Receives a 2020 NIH Grant for Phased Resolved ARF Optical Coherence Elastography for Intravascular Imaging Lumedica Incorporated Receives a 2020 NIH Grant for Low Cost Retinal Optical Coherence Tomography for Point of Care Use