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    Chapter and Conference Paper

    Synthetic Minority with CutMix for Imbalanced Image Classification

    The class-imbalanced distributions between different classes in the visual world pose great challenges for deep learning-based classification models particularly on correct prediction of minority classes. In t...

    Chenghua Zeng, Huijuan Lu, Kanghao Chen in Intelligent Systems and Applications (2023)

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    Chapter and Conference Paper

    Alleviating Data Imbalance Issue with Perturbed Input During Inference

    Intelligent diagnosis is often biased toward common diseases due to data imbalance between common and rare diseases. Such bias may still exist even after applying re-balancing strategies during model training....

    Kanghao Chen, Yifan Mao, Huijuan Lu in Medical Image Computing and Computer Assis… (2021)