插值(计算机图形学)
计算机科学
帧速率
图像质量
角谱法
图像缩放
径向基函数
帧(网络)
像面
基础(线性代数)
基函数
计算机视觉
平面波
平面(几何)
维数(图论)
图像(数学)
光学
人工智能
物理
数学
图像处理
几何学
数学分析
人工神经网络
电信
纯数学
衍射
作者
Sajjad Afrakhteh,Giovanni Iacca,Libertario Demi
摘要
To solve the problem of reduced image quality in plane wave imaging (PWI), coherent plane wave compounding (CPWC) has been introduced, based on a combination of plane wave images from several directions (i.e., with different angles). However, the number of angles needed to reach a reasonable image quality affects the maximum achievable frame rate in CPWC. In this study, we suggest reducing the tradeoff between the image quality and the frame rate in CPWC by employing two-dimensional (2D) interpolation based on radial basis functions. More specifically, we propose constructing a three-dimensional spatio-angular structure to integrate both spatial and angular information into the reconstruction prior to 2D interpolation. The rationale behind our proposal is to reduce the number of transmissions and then apply the 2D interpolation along the angle dimension to reconstruct the missing information corresponding to the angles not selected for CPWC imaging. To evaluate the proposed technique, we applied it to the PWI challenges in the medical ultrasound database. Results show that we can achieve 3× to 4× improvement in frame rate while maintaining acceptable image quality compared to the case of using all the angles.
科研通智能强力驱动
Strongly Powered by AbleSci AI