State Key Laboratory of Power Transmission Equipment Technology, School of Electrical Engineering, Chongqing University, Chongqing, China.
State Key Laboratory of Power Transmission Equipment Technology, School of Electrical Engineering, Chongqing University, Chongqing, China.
Ultrasound Med Biol. 2024 Oct;50(10):1551-1565. doi: 10.1016/j.ultrasmedbio.2024.06.011. Epub 2024 Jul 22.
This paper proposes an ultrasound imaging algorithm based on sub-beamformer and multi-apodization with cross-correlation (SUB-MAX), aiming to achieve high resolution close to the minimum variance (MV) beamforming with low complexity and to enhance image contrast while maintaining background quality.
The output of two (N/2)-element DAS beamformers with asymmetric phase centers is subtracted, resulting in a large drop in the main-lobe amplitude, while the sidelobe maintains a relatively high amplitude level. Inspired by this characteristic, the coefficients with opposite trends compared with the subtracted output are obtained and fused with the normalized cross-correlation (NCC) weighting matrix acquired by using multi-pair received apodization, the proposed SUB-MAX obtains a new weighting matrix to weight the output of the DAS beamformer.
For ats_wire point targets, the average full-width at half-maximum (FWHM) of SUB-MAX compared with DAS, DMAS, CF, and MAX decreases by 52.7%, 43.5%, 33.3%, and 52.7%, respectively. For geabr_0 cysts, the average contrast ratio (CR) of SUB-MAX compared with DAS, MV, DMAS, and CF increases by 57.7%, 86.8%, 2.5%, and 14.4%, respectively. Experiments on rat_tumor dataset also indicate that SUB-MAX has a superior comprehensive imaging performance.
The experimental results indicate that the superior comprehensive imaging performance of the proposed SUB-MAX is expected to be suitable for real-time imaging systems due to its non-reliance on covariance matrix inversion.
本文提出了一种基于子波束形成器和多变迹与互相关的超声成像算法(SUB-MAX),旨在实现高分辨率接近最小方差(MV)波束形成的低复杂度,并在保持背景质量的同时增强图像对比度。
从两个(N/2)元 DAS 波束形成器的非对称相位中心输出中减去,导致主瓣幅度大幅下降,而旁瓣保持相对较高的幅度水平。受此特性启发,得到与相减输出趋势相反的系数,并与使用多对接收变迹获得的归一化互相关(NCC)加权矩阵融合,所提出的 SUB-MAX 获得一个新的加权矩阵来加权 DAS 波束形成器的输出。
对于 ats_wire 点目标,与 DAS、DMAS、CF 和 MAX 相比,SUB-MAX 的平均全宽半最大值(FWHM)分别降低了 52.7%、43.5%、33.3%和 52.7%。对于 geabr_0 囊肿,与 DAS、MV、DMAS 和 CF 相比,SUB-MAX 的平均对比度比(CR)分别提高了 57.7%、86.8%、2.5%和 14.4%。大鼠肿瘤数据集上的实验也表明,SUB-MAX 具有优越的综合成像性能。
实验结果表明,所提出的 SUB-MAX 的优越综合成像性能有望适用于实时成像系统,因为它不依赖于协方差矩阵的逆。