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A Photo-Realistic Generator of Most Expressive and Discriminant Changes in 2D Face Images

机译:2D面部图像中最具表现力和判别变化的照片 - 现实发生器

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This work describes a photo-realistic generator that creates semi-automatically face images of unseen subjects. Unlike previously described methods for generating face imagery, the approach described herein incorporates texture and shape information in a single computational framework based on high dimensional encoding of variance and discriminant information from sample groups. The method produces realistic, frontal pose, images with minimum manual intervention. We believe that the work presented describes a useful tool for face perception applications where privacy-preserving analysis might be an issue and the goal is not the recognition of the face itself, but rather its characteristics like gender, age or race, commonly explored in social and forensic contexts.
机译:这项工作描述了一台照片逼真的发电机,创建了一个看不见的主题的半自动面部图像。与先前描述的生成面膜的方法不同,这里描述的方法基于来自样本组的方差的高维编码和判别信息的高维编码在单个计算框架中包含纹理和形状信息。该方法产生现实,正面姿势,图像最小的手动干预。我们认为,所呈现的工作描述了一个有用的面部感知应用程序,其中隐私保存分析可能是一个问题,目标不是对面部本身的识别,而是其特征,如性别,年龄或种族等特征,常见于社会中探索和法医背景。

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