Photoacoustic Digital Skin: Generation and Simulation of Human Skin Vascular for Quantitative Image Analysis
2022-05-22
状态已发表
摘要

computed tomography (PACT) is a hybrid imaging modality, which combines the high optical contrast of pure optical imaging and the high penetration depth of ultrasound imaging. However, photoacoustic image dataset with good quality and large quantity is lacking. In this paper, we mainly talk about how to generate a practical photoacoustic dataset. Firstly, we extracted 389 3D vessel volumes from CT whole-lung scan database, and enhanced the blood vessel structures. Then for each 3D vessel volume, we embedded it into a three-layer cubic phantom to form a skin tissue model, which includes epidermis, dermis, and hypodermis. The vessel volume was placed randomly in dermis layer in 10 different ways. Thus, 3890 3D skin tissue phantoms were generated. Then we assigned optical properties for the four kinds of tissue types. Monte-Carlo optical simulations were deployed to obtain the optical fluence distribution. Then acoustic propagation simulations were deployed in k-Wave toolbox to obtain the photoacoustic initial pressure. Universal back-projection algorithm was used to reconstruct the photoacoustic images. This dataset could be used for deep learning-based photoacoustic image reconstruction, classification, registration, quantitative image analysis. This dataset could be accessesed on the website: https://dx.doi.org/10.21227/h8hw-6a03.

DOIarXiv:2011.04652
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出处Arxiv
WOS记录号PPRN:12840162
WOS类目Radiology, Nuclear Medicine& Medical Imaging
资助项目ShanghaiTech University[
文献类型预印本
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/348457
专题信息科学与技术学院_硕士生
信息科学与技术学院_PI研究组_高飞组
作者单位
Shanghai Tech Univ, Shanghai Engn Res Ctr Intelligent Vis & Imaging, Sch Informat Sci & Technol, Hybrid Imaging Syst Lab, Shanghai 201210, Peoples R China
推荐引用方式
GB/T 7714
Lyu, Tengbo,Yang, Changchun,Zhang, Jiadong,et al. Photoacoustic Digital Skin: Generation and Simulation of Human Skin Vascular for Quantitative Image Analysis. 2022.
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