Analysis of Rotational Deformations From Directional Data

作者：Schulz Joern^*; Jung Sungkyu; Huckemann Stephan; Pierrynowski Michael; Marron J S; Pizer Stephen M

来源：Journal of Computational and Graphical Statistics, 2015, 24(2): 539-560.

DOI：10.1080/10618600.2014.914947

• Skeletal model
• Small circle
• Axis of rotation
• Directional statistics
• Three-dimensional object

This article discusses a novel framework to analyze rotational deformations of real three-dimensional objects. The rotational deformations such as twisting or bending have been observed as the major variation in some medical applications, where the features of the deformed three-dimensional objects are directional data. We propose modeling and estimation of the global deformations in terms of generalized rotations of directions. The proposed method can be cast as a generalized small circle fitting on the unit sphere. We also discuss the estimation of descriptors for more complex deformations composed of two simple deformations. The proposed method can be used for a number of different three-dimensional object models. Two analyses of three-dimensional object data are presented in detail: one using skeletal representations in medical image analysis and the other from biomechanical gait analysis of the knee joint. Supplementary materials for this article are available online.

• 出版日期2015-4-3