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Weighted Total Variation constrained reconstruction for reduction of metal artifact in CT

机译:加权总方差约束重构以减少CT中的金属伪影

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TV constrained reconstruction could obtain perfect results from incomplete data, and has been applied to reduce metal artifact by assuming that the projection contaminated by metal is missing. In TV constrained reconstruction, the selection of a proper step parameter for TV minimization procedure is a key point. However, this parameter is usually selected empirically, and it is a constant for all pixels in the whole image domain, regardless of the difference of missing projection quantity at different pixels. By analyzing the relationship between the missing projections and pixels position, a Weighted Total Variation (WTV) constrained reconstruction method is proposed to reduce metal artifact in this paper. For WTV constrained method, the parameters are no longer the same, but vary over image domain as the introduced information miss rate. The simulation results show that the proposed method is more effective than current TV constraint to reduce metal artifact. Moreover, WTV constrained method is extended to other incomplete projection problems.
机译:电视约束重建可以从不完整的数据中获得完美的结果,并已通过假设缺失了金属污染的投影而被用于减少金属伪影。在电视约束重建中,为电视最小化程序选择合适的步长参数是关键。但是,该参数通常是根据经验选择的,并且对于整个图像域中的所有像素而言,它都是一个常数,而不管不同像素上丢失投影量的差异如何。通过分析缺失投影与像素位置之间的关系,提出一种加权总变异(WTV)约束重构方法,以减少金属伪影。对于WTV约束方法,参数不再相同,而是随着引入的信息丢失率在图像域上变化。仿真结果表明,所提出的方法在减少金属伪影方面比当前的电视约束更为有效。此外,WTV约束方法已扩展到其他不完整的投影问题。

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