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BEAUTY PREDICTION METHOD AND DEVICE BASED ON MIGRATION AND WEAK SUPERVISION, AND STORAGE MEDIUM

机译:基于迁移和弱监管的美容预测方法和装置和存储介质

摘要

A facial beauty prediction method and device based on migration and weak supervision, and a storage medium. The method comprises: preprocessing an input face image; training a source domain network by using the preprocessed image, and migrating parameters of the source domain network to a target domain network; inputting a noise image marked with a noise tag and a true-value image marked with a true-value tag into the target domain network to obtain image features; and inputting the image features into a classification network to obtain a final facial beauty prediction result. The problems of model data volume requirements being too large, model overfitting, weak model generalization ability and long model training times are effectively solved, and model stability and robustness are improved; and the problem of database tag unreliability is solved.
机译:基于迁移和弱监管的面部美容预测方法和装置和存储介质。 该方法包括:预处理输入面部图像; 使用预处理的图像训练源域网络,并将源域网络的参数迁移到目标域网络; 输入用噪声标记标记的噪声图像和标有真值标记的真值图像到目标域网络中以获得图像特征; 并将图像特征输入分类网络中以获得最终的面部美容预测结果。 模型数据量需求的问题太大,模型过度装备,弱模型泛化能力和长型培训时间得到了有效解决,改善了模型稳定性和鲁棒性; 并解决了数据库标记不可靠性的问题。

著录项

  • 公开/公告号WO2021258482A1

    专利类型

  • 公开/公告日2021-12-30

    原文格式PDF

  • 申请/专利权人 WUYI UNIVERSITY;

    申请/专利号WO2020CN104569

  • 申请日2020-07-24

  • 分类号G06K9;

  • 国家 CN

  • 入库时间 2022-08-24 23:10:06

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