CT-Guided 3D Super-Resolution Method for Left Atrial Model

Jae Ik Yoo, Hong Kyu Shin, Seung Park, Dae In Lee, Sung Jea Ko

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    1 Citation (Scopus)

    Abstract

    In atrial fibrillation treatment, it is important to visualize and analyze an accurate left atrial (LA) model from cardiac computed tomography (CT) images. In recent years, 3D-CNNs have been applied to acquire an accurate LA model from CT images. However, due to the hardware limitations, only LA models with low-resolution can be obtained. In this paper, we present a 3D super-resolution method that utilizes the high-resolution original CT volume as a guide by combining features with the same receptive field in layer level. Experimental results show that the proposed method achieves high performance in terms of quantitative and qualitative evaluations.

    Original languageEnglish
    Title of host publication2021 IEEE International Conference on Consumer Electronics, ICCE 2021
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    ISBN (Electronic)9781728197661
    DOIs
    Publication statusPublished - 2021 Jan 10
    Event2021 IEEE International Conference on Consumer Electronics, ICCE 2021 - Las Vegas, United States
    Duration: 2021 Jan 102021 Jan 12

    Publication series

    NameDigest of Technical Papers - IEEE International Conference on Consumer Electronics
    Volume2021-January
    ISSN (Print)0747-668X

    Conference

    Conference2021 IEEE International Conference on Consumer Electronics, ICCE 2021
    Country/TerritoryUnited States
    CityLas Vegas
    Period21/1/1021/1/12

    Bibliographical note

    Funding Information:
    ACKNOWLEDGMENT This work was supported by the Institute for Information & communications Technology Promotion(IITP) grant funded by the Korea government(MSIT) (2017-0-00250, Intelligent Defense Boundary Surveillance Technology Using Collaborative Reinforced Learning of Embedded Edge Camera and Image Analysis).

    Publisher Copyright:
    © 2021 IEEE.

    Keywords

    • 3D-CNN
    • atrial fibrillation
    • computed tomography
    • deep learning
    • left atrial model
    • super-resolution

    ASJC Scopus subject areas

    • Industrial and Manufacturing Engineering
    • Electrical and Electronic Engineering

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