Eczema psoriasis classification and determination method based on axis channel attention model

The invention relates to an eczema psoriasis classification and determination method based on an axial channel attention model, which is used for identifying eczema and psoriasis from a skin image. Wherein the axial channel attention module improves the feature learning ability of space and channel...

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Hauptverfasser: HE QINGYI, ZHANG HAITANG, WANG JIE, QIAO YUNXIAO, ZHANG GUOKAI, CHEN XIAOLEI, LU JIANWEI, XIANG YANWEI, SUN LU, LI YUTING
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention relates to an eczema psoriasis classification and determination method based on an axial channel attention model, which is used for identifying eczema and psoriasis from a skin image. Wherein the axial channel attention module improves the feature learning ability of space and channel information by using transverse and longitudinal attention and channel attention mechanisms, so that the classification performance of the network is improved. Besides, in order to overcome the problem that prior label distribution is predefined in label smoothing, a dynamic label smoothing strategy is designed, so that the network obtains more stable and better performance in the classification task. The method assists doctors in diagnosis, reduces workload and subjective interference caused by personal errors, and improves the diagnosis technology of eczema and psoriasis. 本发明涉及一种基于轴通道注意力模型的湿疹银屑病分类判定方法,用于从皮肤图像中识别湿疹和银屑病。其中,轴通道注意力模块利用横纵向注意力和通道注意力机制提高了空间和通道信息的特征学习能力,从而提高了网络的分类性能。此外,为了克服标签平滑中预先定义先验标记分布的问题,设计了一种动态标签平滑策