Marin Thibault, Wernick Miles N, Yang Yongyi, Brankov Jovan G
Illinois Institute of Technology, ECE Dept., Medical Imaging Research Center, USA.
Annu Int Conf IEEE Eng Med Biol Soc. 2009;2009:3657-60. doi: 10.1109/IEMBS.2009.5333693.
We propose a motion-compensated non-rigid summation method for noise reduction in cardiac gated SPECT. This approach generates a static SPECT image containing counts from all frames of the gated sequence while accounting for heart motion to avoid motion-blur artifact. Static cardiac images typically suffer from heart motion occurring during acquisition which introduces the so-called motion blur artifact. Gated acquisitions, on the other hand, are characterized by lower counts in each individual frame, thus resulting in noisy images. Methods have been proposed to sum the gated sequence along the time dimension while accounting for heart motion, but they do not account for partial volume effect, manifested by an intensity increase as the myocardium contracts. The partial volume effect, a useful diagnostic feature has to be accounted for during both motion estimation and temporal summation. The proposed method relies on a deformable mesh model to estimate heart motion while accounting for the partial volume effect. The estimated motion is further used to perform non-rigid summation along the time dimension. We show that the proposed method yields visual improvement on clinical data. In addition, quantitative evaluation from phantom studies proves that the proposed method achieves better noise reduction performance than available clinical techniques.
我们提出了一种用于心脏门控单光子发射计算机断层扫描(SPECT)降噪的运动补偿非刚性求和方法。这种方法生成一个包含门控序列所有帧计数的静态SPECT图像,同时考虑心脏运动以避免运动模糊伪影。静态心脏图像通常会受到采集期间发生的心脏运动影响,从而引入所谓的运动模糊伪影。另一方面,门控采集的特点是每个单独帧中的计数较低,因此会产生噪声图像。已经提出了一些方法来在考虑心脏运动的同时沿时间维度对门控序列进行求和,但它们没有考虑部分容积效应,这种效应表现为心肌收缩时强度增加。在运动估计和时间求和过程中都必须考虑部分容积效应,这是一个有用的诊断特征。所提出的方法依赖于可变形网格模型来估计心脏运动,同时考虑部分容积效应。估计的运动进一步用于沿时间维度进行非刚性求和。我们表明,所提出的方法在临床数据上实现了视觉上的改善。此外,体模研究的定量评估证明,所提出的方法比现有的临床技术具有更好的降噪性能。