Mathematical biosciences and engineering : MBEHumansCalibrationNeural NetworksComputerSkin Diseases
Few-shot learning for rare skin disease classification via adaptive distribution calibration.
Yin Wen, Yingbo Wu, Zhigao Zeng, Shengqiu Yi, Xinpan Yuan, Yanhui Zhu
Published: 202510.3934/mbe.2025111
Abstract
The classification of rare skin diseases faces significant data scarcity challenges due to the difficulty in acquiring clinical samples and the high cost of annotation, which severely hinders the training of deep neural network-based models. Few-shot…
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