Furuhata Tomotake, Song Inho, Zhang Hong, Rabin Yoed, Shimada Kenji
Carnegie Mellon University.
J Comput Des Eng. 2014 Oct;1(4):272-288. doi: 10.7315/JCDE.2014.027. Epub 2014 Dec 18.
This paper presents a two-step, semi-automated method for reconstructing a three-dimensional (3D) shape of the prostate from a 3D transrectal ultrasound (TRUS) image. While the method has been developed for prostate ultrasound imaging, it can potentially be applicable to any other organ of the body and other imaging modalities. The proposed method takes as input a 3D TRUS image and generates a watertight 3D surface model of the prostate. In the first step, the system lets the user visualize and navigate through the input volumetric image by displaying cross sectional views oriented in arbitrary directions. The user then draws partial/full contours on selected cross sectional views. In the second step, the method automatically generates a watertight 3D surface of the prostate by fitting a deformable spherical template to the set of user-specified contours. Since the method allows the user to select the best cross-sectional directions and draw only clearly recognizable partial or full contours, the user can avoid time-consuming and inaccurate guesswork on where prostate contours are located. By avoiding the usage of noisy, incomprehensible portions of the TRUS image, the proposed method yields more accurate prostate shapes than conventional methods that demand complete cross-sectional contours selected manually, or automatically using an image processing tool. Our experiments confirmed that a 3D watertight surface of the prostate can be generated within five minutes even from a volumetric image with a high level of speckles and shadow noises.
本文提出了一种两步半自动化方法,用于从三维经直肠超声(TRUS)图像重建前列腺的三维(3D)形状。虽然该方法是针对前列腺超声成像开发的,但它有可能适用于身体的任何其他器官以及其他成像模态。所提出的方法将三维TRUS图像作为输入,并生成前列腺的封闭三维表面模型。在第一步中,系统通过显示任意方向的横截面视图,让用户可视化并浏览输入的体积图像。然后,用户在选定的横截面视图上绘制部分/完整轮廓。在第二步中,该方法通过将可变形球形模板拟合到用户指定的轮廓集,自动生成前列腺的封闭三维表面。由于该方法允许用户选择最佳的横截面方向并仅绘制清晰可识别的部分或完整轮廓,因此用户可以避免在前列腺轮廓位置进行耗时且不准确的猜测。通过避免使用TRUS图像中嘈杂、难以理解的部分,所提出的方法比传统方法产生更准确的前列腺形状,传统方法需要手动或使用图像处理工具自动选择完整的横截面轮廓。我们的实验证实,即使从具有高水平斑点和阴影噪声的体积图像中,也可以在五分钟内生成前列腺的三维封闭表面。