GPU-accelerated Kernel Regression Reconstruction for Freehand 3D Ultrasound Imaging. | |
Wen, Tiexiang; Li, Ling; Zhu, Qingsong; Qin, Wenjian; Gu, Jia; Yang, Feng; Xie, Yaoqin | |
刊名 | ULTRASONIC IMAGING |
2017 | |
文献子类 | 期刊论文 |
英文摘要 | Volume reconstruction method plays an important role in improving reconstructed volumetric image quality for freehand three-dimensional (3D) ultrasoundimaging. By utilizing the capability of programmable graphics processing unit (GPU), we can achieve a real-time incremental volume reconstruction at a speed of 25-50 frames per second (fps). After incremental reconstruction and visualization, hole-filling is performed on GPU to fill remaining empty voxels. However, traditional pixel nearest neighbor-based hole-filling fails to reconstruct volume with high image quality. On the contrary, the kernel regression provides an accurate volume reconstruction method for 3D ultrasound imaging but with the cost of heavy computational complexity. In this paper, a GPU-based fast kernelregression method is proposed for high-quality volume after the incremental reconstruction of freehand ultrasound. The experimental results show that improved image quality for speckle reduction and details preservation can be obtained with the parameter setting of kernel window size of 5x5x5 and kernel bandwidth of 1.0. The computational performance of the proposed GPU-based method can be over 200 times faster than that on central processing unit (CPU), and the volume with size of 50 million voxels in our experiment can be reconstructed within 10 seconds. |
URL标识 | 查看原文 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/11987] |
专题 | 深圳先进技术研究院_医工所 |
作者单位 | ULTRASONIC IMAGING |
推荐引用方式 GB/T 7714 | Wen, Tiexiang,Li, Ling,Zhu, Qingsong,et al. GPU-accelerated Kernel Regression Reconstruction for Freehand 3D Ultrasound Imaging.[J]. ULTRASONIC IMAGING,2017. |
APA | Wen, Tiexiang.,Li, Ling.,Zhu, Qingsong.,Qin, Wenjian.,Gu, Jia.,...&Xie, Yaoqin.(2017).GPU-accelerated Kernel Regression Reconstruction for Freehand 3D Ultrasound Imaging..ULTRASONIC IMAGING. |
MLA | Wen, Tiexiang,et al."GPU-accelerated Kernel Regression Reconstruction for Freehand 3D Ultrasound Imaging.".ULTRASONIC IMAGING (2017). |
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