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Aesthetic learning methods and apparatus for automating image capture device controls

机译:用于自动图像捕获设备控制的审美学习方法和装置

摘要

Methods and systems for generating image capture device parameter suggestions that would produce an image in, or closer to, a desired aesthetic style. In particular, the systems and methods described herein include pattern recognition techniques which are utilized to extract visual features from a set of images, those features defining an aesthetic style. The set of images comprise exemplars of said aesthetic style as well as images representing a plurality of variations in image capture parameters. An algorithm is trained to discriminate between exemplar and variation images based on their extracted visual features. When the system is presented with an input image the same visual features are extracted from it and are compared to the characteristic visual features of the exemplar and variation images with the trained discriminator algorithm. The similarity of the input image to exemplar and variation images are used to generate image capture device parameter suggestions.
机译:用于生成图像捕获设备参数建议的方法和系统,所述图像捕获设备参数建议将产生符合或接近所需美学风格的图像。具体而言,本文描述的系统和方法包括用于从一组图像中提取视觉特征的模式识别技术,这些特征定义了审美风格。该组图像包括所述审美风格的示例以及表示图像捕获参数中的多种变化的图像。训练了一种基于提取的视觉特征区分样本图像和变异图像的算法。当系统呈现输入图像时,将从中提取相同的视觉特征,并使用经过训练的鉴别器算法将其与样本图像和变化图像的特征视觉特征进行比较。输入图像与样本图像和变化图像的相似性用于生成图像捕获设备参数建议。

著录项

  • 公开/公告号US11272097B2

    专利类型

  • 公开/公告日2022-03-08

    原文格式PDF

  • 申请/专利权人 STEVEN BRIAN DEMERS;

    申请/专利号US202016943655

  • 发明设计人 STEVEN BRIAN DEMERS;

    申请日2020-07-30

  • 分类号H04N5/232;G06K9/62;G06K9/46;G06T7/70;

  • 国家 US

  • 入库时间 2022-08-24 23:46:05

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