Cross-correlation Full Waveform Inversion for Sound Speed Reconstruction in Ultrasound Computed Tomography

dc.cclicenceCC-BY-NCen
dc.contributor.authorZhao, Yue
dc.contributor.authorZhang, Nuomin
dc.contributor.authorLu, Xin
dc.contributor.authorYuan, Yu
dc.contributor.authorShen, Yi
dc.date.acceptance2022-04-11
dc.date.accessioned2022-05-17T09:53:19Z
dc.date.available2022-05-17T09:53:19Z
dc.date.issued2022-07-11
dc.description.abstractUltrasound computed tomography (USCT) is considered to have great potential for breast cancer screening. Compared with the ray based methods, the reconstructed image using full waveform inversion (FWI) methods have higher spatial resolution. However, the results of FWI is difficult to converge to the real value when cycle skipping occurs. In this paper, a cross-correlation full waveform inversion(CC-FWI) is proposed for USCT image reconstruction. In the first s tage, the ajoint source is adjusted as the residual of predicted signal and time-shifted measured signal to avoid cycle skipping. In the remaining stage, the FWI with source encoding is employed to accelerate convergence. The simulations are conducted to demonstrate the validity of the proposed algorithm. The root mean squared error (RMSE) of the proposed algorithm is much smaller than that of conventional FWI. The results suggest that CC-FWI is effective in avoiding cycle skipping.en
dc.funderOther external funder (please detail below)en
dc.funder.otherNatural Science Foundation of China (62173116)en
dc.funder.otherPostdoctoral Research Funds of Heilongjiang Provinceen
dc.funder.otherDegree Post- graduate Education Reform Project of Harbin Institute of Technologyen
dc.funder.otherPostdoctoral initial funding of Heilongjiang Provinceen
dc.identifier.citationZhao, Y., Zhang, N., Lu, X., Yuan, Y., Shen, Y. (2022) Cross-correlation Full Waveform Inversion for Sound Speed Reconstruction in Ultrasound Computed Tomography. 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC 2022), Glasgow, July 2022..en
dc.identifier.urihttps://hdl.handle.net/2086/21888
dc.language.isoenen
dc.peerreviewedYesen
dc.projectid62173116en
dc.projectidGrant No. LBH-TZ13 and No. LBH-Z15068en
dc.projectidNo. LBH-Q21097en
dc.projectidNo. 21MS002en
dc.researchinstituteInstitute of Artificial Intelligence (IAI)en
dc.subjectbreast cancer imagingen
dc.subjectUltra- sound computed tomographyen
dc.subjectPostdoctoral initial funding of Heilongjiang Provinceen
dc.titleCross-correlation Full Waveform Inversion for Sound Speed Reconstruction in Ultrasound Computed Tomographyen
dc.typeConferenceen

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