Law Max W K, Chung Albert C S
Lo Kwee-Seong Medical Image Analysis Laboratory, Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong.
Med Image Comput Comput Assist Interv. 2009;12(Pt 2):59-67. doi: 10.1007/978-3-642-04271-3_8.
Inspired by the motion of a solid surface under liquid pressure, this paper proposes a novel deformable surface model to segment blood vessels in medical images. In the proposed model, the segmented region and the background region are respectively considered as liquid and an elastic solid. The surface of the elastic solid experiences various forces derived from the second order intensity statistics and the surface geometry. These forces cause the solid surface to deform in order to segment vascular structures in an image. The proposed model has been studied in the experiments on synthetic data and clinical data acquired by different imaging modalities. It is experimentally shown that the new model is robust to intensity contrast changes inside blood vessels and thus very suitable to perform vascular segmentation.
受液体压力作用下固体表面运动的启发,本文提出了一种新颖的可变形表面模型,用于在医学图像中分割血管。在所提出的模型中,分割区域和背景区域分别被视为液体和弹性固体。弹性固体的表面受到源自二阶强度统计和表面几何形状的各种力的作用。这些力使固体表面发生变形,以便在图像中分割血管结构。该模型已在合成数据和不同成像模态获取的临床数据实验中进行了研究。实验表明,新模型对血管内部的强度对比度变化具有鲁棒性,因此非常适合进行血管分割。