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  1. Article

    Open Access

    Shifting to machine supervision: annotation-efficient semi and self-supervised learning for automatic medical image segmentation and classification

    Advancements in clinical treatment are increasingly constrained by the limitations of supervised learning techniques, which depend heavily on large volumes of annotated data. The annotation process is not only...

    Pranav Singh, Raviteja Chukkapalli, Shravan Chaudhari, Luoyao Chen in Scientific Reports (2024)