ShanghaiTech University Knowledge Management System
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. |
DOI | arXiv:2011.04652 |
相关网址 | 查看原文 |
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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