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VISUALIZATION OF SHAPE CHANGE BY STEREO-ASSISTED LANDMARK DETECTION: AN APPLICATION TO MEDICAL IMAGING

机译:立体辅助地标检测对形状变化的可视化:在医学成像中的应用

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Techniques for the 3-D analysis of facial shape changes resulting from growth or surgical treatment have recently been proposed. These approaches rely on manual intervention for placing anatomical landmarks on 3-D facial models which is time consuming and error prone. In this paper, an automated approach to landmark extraction is described which uses a stereo-assisted active shape model. A landmark-based statistical analysis of facial shape change is then carried out using procrustes registration, principal component analysis and thin plate spline warping. The proposed method is validated both statistically and visually by characterizing shape changes induced by mandibular repositioning in a cross-sample of 20 orthodontic patients. It is shown that the method is capable of distinguishing between changes in facial morphology due to mandibular repositioning and changes due to other factors such as growth and normal variation within the patient sample.
机译:最近已经提出了对由于生长或手术治疗而导致的面部形状变化进行3-D分析的技术。这些方法依靠手动干预将解剖学界标放置在3-D面部模型上,这既费时又容易出错。在本文中,描述了一种使用立体辅助活动形状模型的自动地标提取方法。然后,使用procrustes配准,主成分分析和薄板样条翘曲进行基于地标的面部形状变化的统计分析。通过表征由20个正畸患者的交叉样本中的下颌复位引起的形状变化,从统计学和视觉上验证了该方法的有效性。结果表明,该方法能够区分由于下颌再定位引起的面部形态变化与由于其他因素(例如患者样品中的生长和正常变化)而引起的变化。

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