首页> 外国专利> METHOD FOR TRAINING VEHICLE MODEL-YEAR RECOGNITION MODEL AND METHOD FOR RECOGNIZING VEHICLE MODEL YEAR

METHOD FOR TRAINING VEHICLE MODEL-YEAR RECOGNITION MODEL AND METHOD FOR RECOGNIZING VEHICLE MODEL YEAR

机译:培养车辆模型年识别模型的方法及识别车型年份的方法

摘要

A method for training a vehicle model-year recognition model and a method for recognizing a vehicle model year, relating to the technical field of vehicle recognition. The training method comprises: acquiring a vehicle sample image having labeling information (S11); inputting the vehicle sample image into a feature extraction module, so as to obtain at least two groups of features (S12); on the basis of the at least two groups of features, obtaining a region of interest corresponding to each group of features and a score value thereof (S13); fusing the regions of interest and the vehicle sample image and then inputting same into a classification module, so as to obtain whole image classification features, features of the regions of interest, and features of the whole image fused with the regions of interest (S14); calculating loss function values according to the described three kinds of features and the score value of each region of interest (S15); and on the basis of the labeling information and the loss function values, updating parameters of the feature extraction module and the classification module, so as to optimize a vehicle model year recognition model (S16). The training method improves the accuracy of a recognition model, and provides a foundation for subsequent application in a recognition method.
机译:一种训练车辆模型年识别模型的方法及其识别车辆模型年的方法,与车辆识别技术领域有关。训练方法包括:获取具有标记信息的车辆样本图像(S11);将车辆样品图像输入到特征提取模块中,以便获得至少两组特征(S12);基于至少两组特征,获得对应于每组特征和其刻度值的感兴趣区域(S13);融合感兴趣的区域和车辆样本图像,然后输入相同的分类模块,以便获得感兴趣区域的特征,以及与感兴趣区域融合的整个图像的特征(S14) ;根据所描述的三种特征计算损耗函数值和每个感兴趣区域的分数值(S15);并且在标签信息和损耗函数值的基础上,更新特征提取模块和分类模块的参数,以优化车辆模型年识别模型(S16)。训练方法提高了识别模型的准确性,并为在识别方法中的后续应用提供了基础。

著录项

  • 公开/公告号WO2021174863A1

    专利类型

  • 公开/公告日2021-09-10

    原文格式PDF

  • 申请/专利权人 SUZHOU KEDA TECHNOLOGY CO. LTD.;

    申请/专利号WO2020CN121514

  • 发明设计人 YE DANDAN;JIN ZHAOLONG;ZOU WENYI;

    申请日2020-10-16

  • 分类号G06K9/32;G06K9/62;

  • 国家 CN

  • 入库时间 2022-08-24 20:59:23

相似文献

  • 专利
  • 外文文献
  • 中文文献
获取专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号