High-speed, sparse-sampling three-dimensional photoacoustic computed tomography in vivo based on principal component analysis
文献类型:期刊论文
作者 | Meng, Jing; Jiang, Zibo; Wang, Lihong; Park, Jongin; Kim, Chulhong; Sun, Mingjian; Zhang, Yuanke; Song, Liang |
刊名 | JOURNAL OF BIOMEDICAL OPTICS
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出版日期 | 2016 |
英文摘要 | Photoacoustic computed tomography (PACT) has emerged as a unique and promising technology for multiscale biomedical imaging. To fully realize its potential for various preclinical and clinical applications, development of systems with high imaging speed, reasonable cost, and manageable data flow are needed. Sparse-sampling PACT with advanced reconstruction algorithms, such as compressed-sensing reconstruction, has shown potential as a solution to this challenge. However, most such algorithms require iterative reconstruction and thus intense computation, which may lead to excessively long image reconstruction times. Here, we developed a principal component analysis (PCA)-based PACT (PCA-PACT) that can rapidly reconstruct high-quality, three-dimensional (3-D) PACT images with sparsely sampled data without requiring an iterative process. In vivo images of the vasculature of a human hand were obtained, thus validating the PCA-PACT method. The results showed that, compared with the back-projection (BP) method, PCA-PACT required similar to 50% fewer measurements and similar to 40% less time for image reconstruction, and the imaging quality was almost the same as that for BP with full sampling. In addition, compared with compressed sensing-based PACT, PCA-PACT had approximately sevenfold faster imaging speed with higher imaging accuracy. This work suggests a promising approach for low-cost, 3-D, rapid PACT for various biomedical applications. (C) 2016 Society of Photo-Optical Instrumentation Engineers (SPIE) |
收录类别 | SCI |
原文出处 | http://biomedicaloptics.spiedigitallibrary.org/article.aspx?articleid=2536296 |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/10504] ![]() |
专题 | 深圳先进技术研究院_医工所 |
作者单位 | JOURNAL OF BIOMEDICAL OPTICS |
推荐引用方式 GB/T 7714 | Meng, Jing,Jiang, Zibo,Wang, Lihong,et al. High-speed, sparse-sampling three-dimensional photoacoustic computed tomography in vivo based on principal component analysis[J]. JOURNAL OF BIOMEDICAL OPTICS,2016. |
APA | Meng, Jing.,Jiang, Zibo.,Wang, Lihong.,Park, Jongin.,Kim, Chulhong.,...&Song, Liang.(2016).High-speed, sparse-sampling three-dimensional photoacoustic computed tomography in vivo based on principal component analysis.JOURNAL OF BIOMEDICAL OPTICS. |
MLA | Meng, Jing,et al."High-speed, sparse-sampling three-dimensional photoacoustic computed tomography in vivo based on principal component analysis".JOURNAL OF BIOMEDICAL OPTICS (2016). |
入库方式: OAI收割
来源:深圳先进技术研究院
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