Quantitative inversion of 3D multiwavelength photoacoustic images using an adjoint radiance Monte Carlo model (Conference Presentation)

J. Buchmann, B. Kaplan, S. Powell, S. Prohaska, J. Laufer
{"title":"Quantitative inversion of 3D multiwavelength photoacoustic images using an adjoint radiance Monte Carlo model (Conference Presentation)","authors":"J. Buchmann, B. Kaplan, S. Powell, S. Prohaska, J. Laufer","doi":"10.1117/12.2509797","DOIUrl":null,"url":null,"abstract":"Quantitative photoacoustic (PA) tomography aims to recover absolute chromophore concentrations from multiwavelength PA images. Challenges include the accurate prediction of the fluence, the accuracy of the initial pressure distribution reconstructed from measured data, and the large scale of the inverse problem involving high resolution 3D images. In this study, a radiance Monte-Carlo (RMC) light model was used to predict the fluence inside tissue phantoms. Gradients of the scattering coefficient and the chromophore concentrations were calculated using the adjoint formalism. The gradient descent efficiency was significantly improved by using adaptive moment estimation. 3D maps of chromophore concentrations and the scattering coefficient were recovered from measured PA images. The inversion scheme was validated on measured images of a tissue phantom consisting of a scattering liquid and chromophore-filled polymer tubes immersed at different depths. The images were acquired at visible and near-infrared wavelengths using a Fabry-Perot scanner with a planar detection geometry. Amplitude mismatches in the reconstructed initial pressure images due to limited view detection were corrected using an ad hoc correction method. The inversion was stabilized by introducing a calibrated absorber in the imaged volume, or an absolute calibration of the setup. 3D maps of absolute chromophore concentrations, their ratios, and the global scattering coefficient were accurately recovered. The recovery of chromophore concentrations in the image background where SNR is low was identified as a significant new challenge for quantitative PA imaging.","PeriodicalId":206495,"journal":{"name":"Photons Plus Ultrasound: Imaging and Sensing 2019","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Photons Plus Ultrasound: Imaging and Sensing 2019","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1117/12.2509797","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Quantitative photoacoustic (PA) tomography aims to recover absolute chromophore concentrations from multiwavelength PA images. Challenges include the accurate prediction of the fluence, the accuracy of the initial pressure distribution reconstructed from measured data, and the large scale of the inverse problem involving high resolution 3D images. In this study, a radiance Monte-Carlo (RMC) light model was used to predict the fluence inside tissue phantoms. Gradients of the scattering coefficient and the chromophore concentrations were calculated using the adjoint formalism. The gradient descent efficiency was significantly improved by using adaptive moment estimation. 3D maps of chromophore concentrations and the scattering coefficient were recovered from measured PA images. The inversion scheme was validated on measured images of a tissue phantom consisting of a scattering liquid and chromophore-filled polymer tubes immersed at different depths. The images were acquired at visible and near-infrared wavelengths using a Fabry-Perot scanner with a planar detection geometry. Amplitude mismatches in the reconstructed initial pressure images due to limited view detection were corrected using an ad hoc correction method. The inversion was stabilized by introducing a calibrated absorber in the imaged volume, or an absolute calibration of the setup. 3D maps of absolute chromophore concentrations, their ratios, and the global scattering coefficient were accurately recovered. The recovery of chromophore concentrations in the image background where SNR is low was identified as a significant new challenge for quantitative PA imaging.
基于伴随辐射蒙特卡罗模型的三维多波长光声图像定量反演(会议报告)
定量光声(PA)层析成像旨在从多波长的PA图像中恢复绝对的发色团浓度。挑战包括准确预测通量,从测量数据重建初始压力分布的准确性,以及涉及高分辨率3D图像的大规模反问题。在本研究中,利用辐射蒙特卡罗(RMC)光模型来预测组织幻影内部的影响。利用伴随式计算了散射系数和发色团浓度的梯度。采用自适应矩估计可显著提高梯度下降效率。从测量的PA图像中恢复了发色团浓度和散射系数的三维图。在不同深度的由散射液体和充满发色团的聚合物管组成的组织体的测量图像上验证了该反演方案。使用平面探测几何结构的法布里-珀罗扫描仪在可见光和近红外波段获得图像。利用自适应校正方法对重建的初始压力图像中由于视野检测受限而产生的幅值不匹配进行了校正。通过在成像体积中引入校准吸收器或对设置进行绝对校准来稳定反演。绝对发色团浓度、它们的比值和全局散射系数的三维图被精确地恢复。在低信噪比的图像背景下,发色团浓度的恢复被认为是定量PA成像的一个重大新挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信