IEEE Trans Ultrason Ferroelectr Freq Control. 2019 Jul;66(7):1198-1208. doi: 10.1109/TUFFC.2019.2911267. Epub 2019 Apr 15.
Many adaptive beamformers claim to produce images with increased contrast, a feature that could enable a better detection of lesions and anatomical structures. Contrast is often quantified using the contrast ratio (CR) and the contrast-to-noise ratio (CNR). The estimation of CR and CNR can be affected by dynamic range alterations (DRAs), such as those produced by a trivial gray-level transformation. Thus, we can form the hypothesis that contrast improvements from adaptive beamformers can, partly, be due to DRA. In this paper, we confirm this hypothesis. We show evidence on the influence of DRA on the estimation of CR and CNR and on the fact that several methods in the state of the art do alter the DR. To study this phenomenon, we propose a DR test (DRT) to estimate the degree of DRA and we apply it to seven beamforming methods. We show that CR improvements correlate with DRT with [Formula: see text] in simulated data and [Formula: see text] in experiments. We also show that DRA may lead to increased CNR values, under some circumstances. These results suggest that claims on lesion detectability, based on CR and CNR values, should be revised.
许多自适应波束形成器声称可以生成对比度更高的图像,这一特性可以提高病变和解剖结构的检测能力。对比度通常使用对比度比 (CR) 和对比度噪声比 (CNR) 来量化。CR 和 CNR 的估计可能会受到动态范围改变 (DRA) 的影响,例如微小的灰度变换引起的 DRA。因此,我们可以假设自适应波束形成器的对比度提高部分归因于 DRA。在本文中,我们验证了这一假设。我们证明了 DRA 对 CR 和 CNR 估计的影响,以及现有技术中的几种方法确实会改变 DR。为了研究这一现象,我们提出了一种 DR 测试 (DRT) 来估计 DRA 的程度,并将其应用于七种波束形成方法。我们表明,在模拟数据中,CR 的改善与 DRT 具有 [公式:见文本] 的相关性,在实验中具有 [公式:见文本] 的相关性。我们还表明,在某些情况下,DRA 可能会导致 CNR 值的增加。这些结果表明,基于 CR 和 CNR 值的病变检测能力的说法应该进行修正。