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Soft-tissue imaging with C-arm cone-beam CT using statistical reconstruction

机译:使用统计重建的C型臂锥束CT软组织成像

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摘要

The potential for statistical image reconstruction methods such as penalized-likelihood (PL) to improve C-arm cone-beam CT (CBCT) soft-tissue visualization for intraoperative imaging over conventional filtered backprojection (FBP) is assessed in this work by making a fair comparison in relation to soft-tissue performance. A prototype mobile C-arm was used to scan anthropomorphic head and abdomen phantoms as well as a cadaveric torso at doses substantially lower than typical values in diagnostic CT, and the effects of dose reduction via tube current reduction and sparse sampling were also compared. Matched spatial resolution between PL and FBP was determined by the edge spread function of low-contrast (~40-80 HU) spheres in the phantoms, which were representative of soft-tissue imaging tasks. PL using the non-quadratic Huber penalty was found to substantially reduce noise relative to FBP, especially at lower spatial resolution where PL provides a contrast-to-noise ratio increase up to 1.4-2.2× over FBP at 50% dose reduction across all objects. Comparison of sampling strategies indicates that soft-tissue imaging benefits from fully sampled acquisitions at dose above ~1.7 mGy and benefits from 50% sparsity at dose below ~1.0 mGy. Therefore, an appropriate sampling strategy along with the improved low-contrast visualization offered by statistical reconstruction demonstrates the potential for extending intraoperative C-arm CBCT to applications in soft-tissue interventions in neurosurgery as well as thoracic and abdominal surgeries by overcoming conventional tradeoffs in noise, spatial resolution, and dose.
机译:在这项工作中,通过公平地评估了统计图像重建方法(如惩罚似然法(PL))以改善C臂锥形束CT(CBCT)软组织可视化以在常规滤过反投影(FBP)上进行术中成像的潜力。软组织性能方面的比较。使用原型移动C臂扫描人形头部和腹部幻象以及尸体躯干,其剂量大大低于诊断CT中的典型值,并且还比较了通过降低电流和稀疏采样减少剂量的效果。 PL和FBP之间匹配的空间分辨率是由体模中低对比度(〜40-80 HU)球体的边缘扩展函数确定的,该函数代表了软组织成像任务。发现使用非二次Huber罚分的PL相对于FBP显着降低了噪声,尤其是在较低的空间分辨率下,在所有对象上剂量降低50%时,PL的对比度/噪声比FBP高达1.4-2.2倍。 。采样策略的比较表明,在大于1.7 mGy的剂量下,软组织成像受益于完全采样的采集,而在小于1.0 mGy的剂量下,软组织成像受益于50%稀疏性。因此,适当的采样策略以及统计重建提供的改进的低对比度可视化展示了克服常规噪声折衷方法,将术中C臂CBCT扩展到神经外科以及胸部和腹部外科的软组织干预应用的潜力。 ,空间分辨率和剂量。

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