首页> 外国专利> SYSTEMS, METHODS, AND COMPUTER PROGRAM PRODUCTS FOR SEARCHING AND SORTING IMAGES BY AESTHETIC QUALITY PERSONALIZED TO USERS OR SEGMENTS

SYSTEMS, METHODS, AND COMPUTER PROGRAM PRODUCTS FOR SEARCHING AND SORTING IMAGES BY AESTHETIC QUALITY PERSONALIZED TO USERS OR SEGMENTS

机译:通过用户或分部个性化的审美质量来搜索和排序图像的系统,方法和计算机程序产品

摘要

A method for assigning a personalized aesthetic score to an image is provided. The method includes providing a base neural network for generating learned features. The base neural network is trained on a first set of training images and the base neural network includes two or more layers comprising one or more initial layers and one or more final layers. The method further includes receiving a second set of training images and updating the base neural network to generate a personalized neural network based on the received second set of training images. Updating the base neural network comprises re-training the final layers of the base neural network with the second set of images and keeping the initial layers of the base neural network, such that the personalized neural network includes two or more layers comprising one or more initial layers and one or more final layers.
机译:提供了一种用于将个性化审美得分分配给图像的方法。该方法包括提供用于生成学习特征的基础神经网络。在第一组训练图像上训练基本神经网络,并且基本神经网络包括两层或更多层,包括一个或多个初始层和一个或多个最终层。该方法还包括:接收第二组训练图像;以及基于接收到的第二组训练图像,更新基本神经网络以生成个性化神经网络。更新基础神经网络包括用第二组图像重新训练基础神经网络的最终层,并保持基础神经网络的初始层,以使个性化神经网络包括两层或多层,其中包括一个或多个初始层。层和一个或多个最终层。

著录项

  • 公开/公告号US2018039879A1

    专利类型

  • 公开/公告日2018-02-08

    原文格式PDF

  • 申请/专利权人 EYEEM MOBILE GMBH;

    申请/专利号US201715670453

  • 发明设计人 APPU SHAJI;RAMZI RIZK;GÖKHAN YILDIRIM;

    申请日2017-08-07

  • 分类号G06N3/02;G06K9/62;G06K9/46;G06F17/30;

  • 国家 US

  • 入库时间 2022-08-21 12:58:20

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