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Automated Assessment of Facial Wrinkling: a case study on the effect of smoking

机译:面部皱纹的自动评估:一个关于面部皱纹效果的案例研究   抽烟

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摘要

Facial wrinkle is one of the most prominent biological changes thataccompanying the natural aging process. However, there are some externalfactors contributing to premature wrinkles development, such as sun exposureand smoking. Clinical studies have shown that heavy smoking causes prematurewrinkles development. However, there is no computerised system that canautomatically assess the facial wrinkles on the whole face. This studyinvestigates the effect of smoking on facial wrinkling using a social habitface dataset and an automated computerised computer vision algorithm. Thewrinkles pattern represented in the intensity of 0-255 was first extractedusing a modified Hybrid Hessian Filter. The face was divided into tenpredefined regions, where the wrinkles in each region was extracted. Then thestatistical analysis was performed to analyse which region is effected mainlyby smoking. The result showed that the density of wrinkles for smokers in tworegions around the mouth was significantly higher than the non-smokers, atp-value of 0.05. Other regions are inconclusive due to lack of large scaledataset. Finally, the wrinkle was visually compared between smoker andnon-smoker faces by generating a generic 3D face model.
机译:面部皱纹是自然衰老过程中最突出的生物学变化之一。但是,有一些外部因素会导致皱纹过早发展,例如日晒和吸烟。临床研究表明,大量吸烟会导致早皱纹的发展。但是,没有能够自动评估整个脸上的面部皱纹的计算机化系统。这项研究使用社交习惯面孔数据集和自动计算机视觉算法研究吸烟对面部皱纹的影响。首先使用改进的混合粗麻布滤镜提取以0-255强度表示的皱纹图案。脸部分为十个预定区域,每个区域的皱纹都被提取出来。然后进行统计分析以分析哪个区域主要受吸烟影响。结果表明,吸烟者在口周围两个区域的皱纹密度显着高于非吸烟者,atp值为0.05。由于缺乏大规模数据集,其他地区尚无定论。最后,通过生成通用的3D面部模型,在视觉上比较吸烟者和非吸烟者之间的皱纹。

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