ShanghaiTech University Knowledge Management System
Hardware Architecture Design of Model-Based Image Reconstruction Towards Palm-size Photoacoustic Tomography | |
2024-08-12 | |
状态 | 已发表 |
摘要 | Photoacoustic (PA) imaging technology combines the advantages of optical imaging and ultrasound imaging, showing great potential in biomedical applications. Many preclinical studies and clinical applications urgently require fast, high-quality, low-cost and portable imaging system. Translating advanced image reconstruction algorithms into hardware implementations is highly desired. However, existing iterative PA image reconstructions, although exhibit higher accuracy than delay-and-sum algorithm, suffer from high computational cost. In this paper, we introduce a model-based hardware acceleration architecture based on superposed Wave (s-Wave) for palm-size PA tomography (palm-PAT), aiming at enhancing both the speed and performance of image reconstruction at a much lower system cost. To achieve this, we propose an innovative data reuse method that significantly reduces hardware storage resource consumption. We conducted experiments by FPGA implementation of the algorithm, using both phantoms and in vivo human finger data to verify the feasibility of the proposed method. The results demonstrate that our proposed architecture can substantially reduce system cost while maintaining high imaging performance. The hardware-accelerated implementation of the model-based algorithm achieves a speedup of up to approximately 270 times compared to the CPU, while the corresponding energy efficiency ratio is improved by more than 2700 times. |
关键词 | Photoacoustic imaging image reconstruction model-based hardware acceleration superposed Wave palm-size FPGA |
DOI | arXiv:2408.06049 |
相关网址 | 查看原文 |
出处 | Arxiv |
WOS记录号 | PPRN:91342388 |
WOS类目 | Engineering, Electrical& Electronic |
文献类型 | 预印本 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/414222 |
专题 | 信息科学与技术学院 信息科学与技术学院_公共科研平台_机电能源与电子器件科研平台 信息科学与技术学院_PI研究组_高飞组 信息科学与技术学院_硕士生 信息科学与技术学院_博士生 |
通讯作者 | Gao, Feng; Gao, Fei |
作者单位 | 1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China 2.Chinese Univ Hong Kong, Fac Med, Hong Kong, Peoples R China 3.City Univ Hong Kong, Dept Biomed Engn, Hong Kong, Peoples R China 4.Fujian Normal Univ, Coll Photon & Elect Engn, Fuzhou, Peoples R China |
推荐引用方式 GB/T 7714 | Zheng, Yuwei,Gao, Zijian,Shen, Yuting,et al. Hardware Architecture Design of Model-Based Image Reconstruction Towards Palm-size Photoacoustic Tomography. 2024. |
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