Zeng Gengsheng L
Department of Engineering, Weber State University, Ogden, UT 84408 USA, and also with the Department of Radiology, University of Utah, Salt Lake City, UT 84132 USA.
IEEE Trans Nucl Sci. 2015 Jun;62(3):851-858. doi: 10.1109/TNS.2015.2395952. Epub 2015 Feb 23.
This paper investigates some potential methods for few-view tomography, and investigates the cause and remedy of the staircase artifacts. This paper also discusses whether there is any benefit to use edge-preserving filters in emission tomography. We formulate a general Green's one-step-late algorithm, so that it can incorporate any linear or non-linear filters. We argue that the derivative of the penalty function can be "artificially" created, not naturally derived from a penalty function. We have gained more insight into constrained image reconstruction especially with edge-preserving constraints. Our numerical results show that the bilateral method can have better performance than the TV method, and higher order methods may not be necessary for non-piecewise-constant objects.
本文研究了少视图断层扫描的一些潜在方法,并研究了阶梯状伪影的成因及补救措施。本文还讨论了在发射断层扫描中使用保边滤波器是否有任何益处。我们制定了一种通用的格林一步延迟算法,使其能够纳入任何线性或非线性滤波器。我们认为惩罚函数的导数可以“人为”创建,而非自然地从惩罚函数中推导得出。我们对约束图像重建有了更深入的理解,特别是在保边约束方面。我们的数值结果表明,双边方法可能比总变分方法具有更好的性能,对于非分段常数物体,高阶方法可能并非必要。