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首页> 外文期刊>International journal of oral and maxillofacial surgery >A new method for automatic tracking of facial landmarks in 3D motion captured images (4D)
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A new method for automatic tracking of facial landmarks in 3D motion captured images (4D)

机译:一种自动跟踪3D运动捕获图像(4D)中人脸标志的新方法

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摘要

The aim of this study was to validate the automatic tracking of facial landmarks in 3D image sequences. 32 subjects (16 males and 16 females) aged 18-35 years were recruited. 23 anthropometric landmarks were marked on the face of each subject with non-permanent ink using a 0.5 mm pen. The subjects were asked to perform three facial animations (maximal smile, lip purse and cheek puff) from rest position. Each animation was captured by the 3D imaging system. A single operator manually digitised the landmarks on the 3D facial models and their locations were compared with those of the automatically tracked ones. To investigate the accuracy of manual digitisation, the operator re-digitised the same set of 3D images of 10 subjects (5 male and 5 female) at 1 month interval. The discrepancies in x, y and z coordinates between the 3D position of the manual digitised landmarks and that of the automatic tracked facial landmarks were within 0.17 mm. The mean distance between the manually digitised and the automatically tracked landmarks using the tracking software was within 0.55 mm. The automatic tracking of facial landmarks demonstrated satisfactory accuracy which would facilitate the analysis of the dynamic motion during facial animations.
机译:这项研究的目的是验证3D图像序列中人脸标志的自动跟踪。招募了32位年龄在18-35岁之间的受试者(男16位,女16位)。用0.5毫米钢笔在每个受试者的脸上用非永久性墨水标记23个人体测量学界标。从静止位置开始,要求受试者进行三个面部动画(最大的笑容,嘴唇和脸颊粉扑)。每个动画均由3D成像系统捕获。一位操作员手动将3D面部模型上的地标数字化,并将其位置与自动跟踪的地标进行比较。为了调查手动数字化的准确性,操作员以1个月的间隔对10位对象(5位男性和5位女性)的同一组3D图像进行了重新数字化。手动数字化地标的3D位置与自动跟踪的面部地标的3D位置之间的x,y和z坐标差异在0.17 mm之内。使用跟踪软件手动数字化和自动跟踪的地标之间的平均距离在0.55毫米以内。面部标志的自动跟踪显示出令人满意的准确性,这将有助于在面部动画期间分析动态运动。

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