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基于三維人耳形變模型的三維人耳重建

Efficient 3D ear reconstruction by employing the 3D ear morphable model

  • 摘要: 基于對已有三維人耳重建工作和形變模型理論的研究,充分結合人耳自身的結構特征,提出了一種新的三維人耳重建方法——基于人耳形變模型的方法.首先使用中垂線法完成了外耳輪廓特征點的定位;提出分級三角網格法,解決了樣本耳基于生理特征的稠密對應問題;再借鑒廣義普魯克分析的思想,在三維空間內實現了精確全自動的三維人耳形狀對齊;最后訓練得到了三維人耳形變模型.所提方法只需一幅二維圖像,即可獲得足夠稠密的三維人耳模型.在UND三維人耳數據庫和USTB三維重建人耳數據庫上的大量實驗證明所提方法的有效性和優越性.

     

    Abstract: Based on studies on the existing three-dimensional (3D) ear reconstruction method and morphable model theory, considering the unique structure of human ears, a novel 3D ear reconstruction method was proposed, which is based on the 3D ear morphable model. First, ear feature points on the contour were located by the perpendicular bisector method. Then, the dense match of 3D ear samples based on physiological characteristics was realized by a hierarchical triangle mesh method. The generalized Procrustes analysis was performed, and the ear shape alignment was achieved accurately and automatically in the 3D space. Finally, the 3D ear morphable model was trained by using 3D ear data from the University of Notre Dame (UND) 3D ear dataset. This method can reconstruct the corresponding dense 3D model using only one 2D ear image. Extensive experimental results on UND collection J2 dataset and USTB ear image database for reconstruction show that the Drooosed method is effective and advantageous.

     

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