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    Lightweight YOLOv8s-Based Strawberry Plug Seedling Grading Detection and Localization via Channel Pruning by CHEN Junlin, ZHAO Peng, CAO Xianlin, NING Jifeng, YANG Shuqin

    Published 2024-11-01
    “…Results indicated that the modified model outperformed these alternatives, with mAP improvements of 1.3%, 1.8%, 1.5%, and 1.1%, respectively, and F1-Score increases of 1.5%, 1.8%, 1.1%, and 1%. …”
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    Blinking characteristics analyzed by a deep learning model and the relationship with tear film stability in children with long-term use of orthokeratology by Yue Wu, Siyuan Wu, Yinghai Yu, Yinghai Yu, Xiaojun Hu, Ting Zhao, Yan Jiang, Bilian Ke

    Published 2025-01-01
    “…Both groups underwent comprehensive ophthalmological examinations, including Ocular Surface Disease Index (OSDI) scoring, Keratograph 5M, and LipiView. A deep learning system based on U-Net and Swim-Transformer was proposed for the observation of blinking characteristics. …”
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