Trent University Graduate Thesis Collection

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    Optimized Deep CNN Model for Enhanced COVID-19 Detection

    Year: 2024, 2024
    Member of: Trent University Graduate Thesis Collection
    Name(s): Creator (cre): Hashemipoor, Sayed Mansour, Thesis advisor (ths): Feng, Wenying, Degree committee member (dgc): Hurley, Richard, Degree committee member (dgc): Genkin, Mikhail, Degree committee member (dgc): Bandi, Ajay, Degree granting institution (dgg): Trent University
    Abstract: <p>This research presented an AI-driven methodology for precise COVID-19 detectionin medical diagnostic imaging using chest X-ray images. The primary focus
    was on developing an optimized model using convolutional neural networks (CNNs)
    and leveraging transfer learning as a low-level feature extractor method. Significant
    attention was also so given to data transformation and enhancement… more