Avants Brian B, Schoenemann P Thomas, Gee James C
Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104-6389, USA.
Med Image Anal. 2006 Jun;10(3):397-412. doi: 10.1016/j.media.2005.03.005. Epub 2005 Jun 3.
We develop a novel Lagrangian reference frame diffeomorphic image and landmark registration method. The algorithm uses the fixed Langrangian reference frame to define the map between coordinate systems, but also generates and stores the inverse map from the Eulerian to the Lagrangian frame. Computing both maps allows facile computation of both Eulerian and Langrangian quantities. We apply this algorithm to estimating a putative evolutionary change of coordinates between a population of chimpanzee and human cortices. Inter-species functional homologues fix the map explicitly, where they are known, while image similarities guide the alignment elsewhere. This map allows detailed study of the volumetric change between chimp and human cortex. Instead of basing the inter-species study on a single species atlas, we diffeomorphically connect the mean shape and intensity templates for each group. The human statistics then map diffeomorphically into the space of the chimpanzee cortex providing a comparison between species. The population statistics show a significant doubling of the relative prefrontal lobe size in humans, as compared to chimpanzees.
我们开发了一种新颖的拉格朗日参考系微分同胚图像和地标配准方法。该算法使用固定的拉格朗日参考系来定义坐标系之间的映射,同时还生成并存储从欧拉坐标系到拉格朗日坐标系的逆映射。计算这两个映射能够轻松计算欧拉量和拉格朗日量。我们将此算法应用于估计黑猩猩群体和人类皮层之间假定的坐标进化变化。种间功能同源物在已知的情况下明确确定映射,而图像相似度则在其他地方指导对齐。该映射允许详细研究黑猩猩和人类皮层之间的体积变化。我们不是基于单一物种图谱进行种间研究,而是通过微分同胚连接每组的平均形状和强度模板。然后,人类统计数据通过微分同胚映射到黑猩猩皮层空间,从而实现物种间的比较。群体统计数据显示,与黑猩猩相比,人类相对额叶前叶大小显著增加了一倍。