首页> 外国专利> ADVERSARIAL NETWORK-BASED FINGERPRINT MODEL GENERATION METHOD AND RELATED APPARATUS

ADVERSARIAL NETWORK-BASED FINGERPRINT MODEL GENERATION METHOD AND RELATED APPARATUS

机译:基于对抗网络的指纹模型生成方法和相关设备

摘要

An adversarial network-based fingerprint model generation method and apparatus, a computer device, and a storage medium. The adversarial network-based fingerprint model generation method comprises: inputting a fingerprint sample image into a first machine learning sub-model, and outputting, by the first machine learning sub-model, a fingerprint simulated image (S121); inputting the fingerprint simulated image into a second machine learning sub-model, and outputting, by the second machine learning sub-model, a determining result concerning whether it is a fingerprint simulated image, such that the first machine learning sub-model adjusts parameters according to the determination result and then the fingerprint simulated image output by the first machine learning sub-model is more similar to the finger sample image (S122); and if the recognition rate of the second machine learning sub-model reaches a predetermined recognition threshold, outputting the fingerprint simulated image as a fingerprint model (S124). A fingerprint model having high similarity to real fingerprints can be synthesized in the case of lacking a fingerprint database.
机译:基于对抗网络的指纹模型生成方法和装置,计算机设备和存储介质。基于对抗网络的指纹模型生成方法包括:将指纹样本图像输入到第一机器学习子模型,并由第一机器学习子模型输出指纹模拟图像(S121);将指纹模拟图像输入到第二机器学习子模型中,并由第二机器学习子模型输出关于它是否是指纹模拟图像的确定结果,使得第一机器学习子模型根据参数调整参数到确定结果,然后由第一机器学习子模型输出的指纹模拟图像更类似于手指样本图像(S122);如果第二机器学习子模型的识别率达到预定识别阈值,则将指纹模拟图像输出为指纹模型(S124)。在缺少指纹数据库的情况下,可以合成具有高相似性与真实指纹的指纹模型。

著录项

  • 公开/公告号WO2021072870A1

    专利类型

  • 公开/公告日2021-04-22

    原文格式PDF

  • 申请/专利权人 PING AN TECHNOLOGY (SHENZHEN) CO. LTD.;

    申请/专利号WO2019CN118092

  • 发明设计人 WANG YIWEN;WANG JIANZONG;

    申请日2019-11-13

  • 分类号G06K9;

  • 国家 CN

  • 入库时间 2024-06-14 21:28:00

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