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Unsupervised Automation of Photographic Composition Rules in Digital Still Cameras

机译:数码相机中摄影构图规则的无监督自动化

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摘要

When taking pictures, professional photographers apply photographic composition rules, e.g. rule of thirds. The rule of thirds says to place the main subject's center at one of four places: at 1/3 or 2/3 of the picture width from left edge, and 1/3 or 2/3 of the picture height from the top edge. This paper develops low-complexity unsupervised methods for digital still cameras to (1) segment the main subject and (2) realize the rule-of-thirds. The main subject segmentation method uses the auto-focus filter, opens the shutter aperture fully, and segments the resulting image. These camera settings place the main subject in focus and blur the rest of the image by diffused light. The segmentation utilizes the difference in frequency content between the main subject and blurred background. The segmentation does not depend on prior knowledge of the indoor/outdoor setting or scene content. The rule-of-thirds method moves the centroid of the main subject to the closest of the four rule-of-thirds locations. We first define an objective function that measures how close the main subject placement obeys the rule-of-thirds, and then reposition the main subject in order to optimize the objective function. For multiple main subjects, the proposed algorithm could be extended to use rule-of-triangles by adding an appropriate constraint.
机译:拍摄照片时,专业摄影师会应用摄影构图规则,例如三分法则。三分法则表示将主要拍摄对象的中心放在四个位置之一:从左边缘到图像宽度的1/3或2/3,从顶部边缘到图像高度的1/3或2/3。本文针对数码相机开发了低复杂度的无监督方法,以(1)分割主要主题并(2)实现三分法。主要的被摄对象分割方法使用自动对焦滤镜,完全打开快门光圈,然后分割结果图像。这些相机设置将主要被摄物体聚焦,并通过散射光使其余图像模糊。分割利用主要被摄体和模糊背景之间的频率含量差异。分割不依赖于室内/室外设置或场景内容的先验知识。三分法则将主要对象的质心移到四个三分法位置中最接近的位置。我们首先定义一个目标函数,该目标函数可测量主要被摄对象放置位置遵循三分法规则的接近程度,然后重新定位主要被摄对象以优化目标功能。对于多个主要主题,通过添加适当的约束,可以将所提出的算法扩展为使用三角形规则。

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