Xin Shi-Qing, He Ying, Fu Chi-Wing, Wang Defeng, Lin Shi, Chu Winnie C W, Cheng Jack C Y, Gu Xianfeng, Lui Lok Ming
School of Computer Engineering, Nanyang Technological University.
Med Image Comput Comput Assist Interv. 2011;14(Pt 2):384-92. doi: 10.1007/978-3-642-23629-7_47.
This paper proposes a novel algorithm to extract feature landmarks on the vestibular system (VS), for the analysis of Adolescent Idiopathic Scoliosis (AIS) disease. AIS is a 3-D spinal deformity commonly occurred in adolescent girls with unclear etiology. One popular hypothesis was suggested to be the structural changes in the VS that induce the disturbed balance perception, and further cause the spinal deformity. The morphometry of VS to study the geometric differences between the healthy and AIS groups is of utmost importance. However, the VS is a genus-3 structure situated in the inner ear. The high-genus topology of the surface poses great challenge for shape analysis. In this work, we present a new method to compute exact geodesic loops on the VS. The resultant geodesic loops are in Euclidean metric, thus characterizing the intrinsic geometric properties of the VS based on the real background geometry. This leads to more accurate results than existing methods, such as the hyperbolic Ricci flow method. Furthermore, our method is fully automatic and highly efficient, e.g., one order of magnitude faster than. We applied our algorithm to the VS of normal and AIS subjects. The promising experimental results demonstrate the efficacy of our method and reveal more statistically significant shape difference in the VS between right-thoracic AIS and normal subjects.
本文提出了一种新颖的算法,用于在前庭系统(VS)上提取特征地标,以分析青少年特发性脊柱侧凸(AIS)疾病。AIS是一种常见于青春期女孩的三维脊柱畸形,病因尚不明确。一种流行的假说是VS的结构变化会导致平衡感知紊乱,进而导致脊柱畸形。研究健康组和AIS组之间几何差异的VS形态测量学至关重要。然而,VS是位于内耳的 genus-3结构。表面的高 genus拓扑结构给形状分析带来了巨大挑战。在这项工作中,我们提出了一种在VS上计算精确测地线环的新方法。所得的测地线环采用欧几里得度量,从而基于真实背景几何来表征VS的内在几何特性。这比现有方法(如双曲里奇流方法)能产生更准确的结果。此外,我们的方法是完全自动且高效的,例如比……快一个数量级。我们将算法应用于正常和AIS受试者的VS。有前景的实验结果证明了我们方法的有效性,并揭示了右胸AIS与正常受试者在VS上更具统计学意义的形状差异。