Xin Zhang, Jixiong Xie, Ting Su, Jiongtao Zhu, Han Cui, Yuhang Tan, Dongmei Xia, Hairong Zheng, Dong Liang, Yongshuai Ge
{"title":"使用双层平板探测器进行 CBCT 散射校正","authors":"Xin Zhang, Jixiong Xie, Ting Su, Jiongtao Zhu, Han Cui, Yuhang Tan, Dongmei Xia, Hairong Zheng, Dong Liang, Yongshuai Ge","doi":"arxiv-2408.04943","DOIUrl":null,"url":null,"abstract":"Background: Recently, the popularity of dual-layer flat-panel detector\n(DL-FPD) based dual-energy cone-beam CT (DE-CBCT) imaging has been increasing.\nHowever, the image quality of DE-CBCT remains constrained by the Compton\nscattered X-ray photons. Purpose: The objective of this study is to develop an energy-modulated\nscatter correction method for DL-FPD based CBCT imaging. Methods: The DLFPD can measure primary and Compton scattered X-ray photons\nhaving dfferent energies: X-ray photons with lower energies are predominantly\ncaptured by the top detector layer, while X-ray photons with higher energies\nare primarily collected by the bottom detector layer. Afterwards, the scattered\nX-ray signals acquired on both detector layers can be analytically retrieved\nvia a simple model along with several pre-calibrated parameters. Both Monte\nCarlo simulations and phantom experiments are performed to verify this\nenergy-modulated scatter correction method utilizing DL-FPD. Results: Results demonstrate that the proposed energy-modulated scatter\ncorrection method can signficantly reduce the shading artifacts of both\nlow-energy and high-energy CBCT images acquired from DL-FPD. On average, the\nimage non-uniformity is reduce by over 77% in the low-energy CBCT image and by\nover 66% in the high-energy CBCT image. Moreover, the accuracy of the\ndecomposed multi-material results is also substantially improved. Conclusion: In the future, Compton scattered X-ray signals can be easily\ncorrected for CBCT systems using DL-FPDs.","PeriodicalId":501378,"journal":{"name":"arXiv - PHYS - Medical Physics","volume":"58 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"CBCT scatter correction with dual-layer flat-panel detector\",\"authors\":\"Xin Zhang, Jixiong Xie, Ting Su, Jiongtao Zhu, Han Cui, Yuhang Tan, Dongmei Xia, Hairong Zheng, Dong Liang, Yongshuai Ge\",\"doi\":\"arxiv-2408.04943\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Background: Recently, the popularity of dual-layer flat-panel detector\\n(DL-FPD) based dual-energy cone-beam CT (DE-CBCT) imaging has been increasing.\\nHowever, the image quality of DE-CBCT remains constrained by the Compton\\nscattered X-ray photons. Purpose: The objective of this study is to develop an energy-modulated\\nscatter correction method for DL-FPD based CBCT imaging. Methods: The DLFPD can measure primary and Compton scattered X-ray photons\\nhaving dfferent energies: X-ray photons with lower energies are predominantly\\ncaptured by the top detector layer, while X-ray photons with higher energies\\nare primarily collected by the bottom detector layer. Afterwards, the scattered\\nX-ray signals acquired on both detector layers can be analytically retrieved\\nvia a simple model along with several pre-calibrated parameters. Both Monte\\nCarlo simulations and phantom experiments are performed to verify this\\nenergy-modulated scatter correction method utilizing DL-FPD. Results: Results demonstrate that the proposed energy-modulated scatter\\ncorrection method can signficantly reduce the shading artifacts of both\\nlow-energy and high-energy CBCT images acquired from DL-FPD. On average, the\\nimage non-uniformity is reduce by over 77% in the low-energy CBCT image and by\\nover 66% in the high-energy CBCT image. Moreover, the accuracy of the\\ndecomposed multi-material results is also substantially improved. Conclusion: In the future, Compton scattered X-ray signals can be easily\\ncorrected for CBCT systems using DL-FPDs.\",\"PeriodicalId\":501378,\"journal\":{\"name\":\"arXiv - PHYS - Medical Physics\",\"volume\":\"58 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Medical Physics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2408.04943\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Medical Physics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.04943","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
背景:近来,基于双层平板探测器(DL-FPD)的双能量锥束 CT(DE-CBCT)成像技术日益普及,但 DE-CBCT 的成像质量仍然受到康普顿散射 X 射线光子的制约。目的:本研究旨在为基于 DL-FPD 的 CBCT 成像开发一种能量调制散射校正方法。方法:DLFPD 可以测量不同能量的原生 X 射线光子和康普顿散射 X 射线光子:能量较低的 X 射线光子主要被顶部探测器层捕获,而能量较高的 X 射线光子主要被底部探测器层捕获。之后,可以通过一个简单的模型和几个预先校准的参数,分析检索在两个探测器层上获得的散射 X 射线信号。为了验证这种利用 DL-FPD 的能量调制散射校正方法,我们进行了蒙特卡洛模拟和幻影实验。结果:结果表明,所提出的能量调制散射校正方法可以显著减少从 DL-FPD 采集的低能量和高能量 CBCT 图像的阴影伪影。平均而言,低能量 CBCT 图像的不均匀性降低了 77% 以上,高能量 CBCT 图像的不均匀性降低了 66% 以上。此外,多材料分解结果的准确性也大幅提高。结论未来,使用 DL-FPD 的 CBCT 系统可以轻松校正康普顿散射 X 射线信号。
CBCT scatter correction with dual-layer flat-panel detector
Background: Recently, the popularity of dual-layer flat-panel detector
(DL-FPD) based dual-energy cone-beam CT (DE-CBCT) imaging has been increasing.
However, the image quality of DE-CBCT remains constrained by the Compton
scattered X-ray photons. Purpose: The objective of this study is to develop an energy-modulated
scatter correction method for DL-FPD based CBCT imaging. Methods: The DLFPD can measure primary and Compton scattered X-ray photons
having dfferent energies: X-ray photons with lower energies are predominantly
captured by the top detector layer, while X-ray photons with higher energies
are primarily collected by the bottom detector layer. Afterwards, the scattered
X-ray signals acquired on both detector layers can be analytically retrieved
via a simple model along with several pre-calibrated parameters. Both Monte
Carlo simulations and phantom experiments are performed to verify this
energy-modulated scatter correction method utilizing DL-FPD. Results: Results demonstrate that the proposed energy-modulated scatter
correction method can signficantly reduce the shading artifacts of both
low-energy and high-energy CBCT images acquired from DL-FPD. On average, the
image non-uniformity is reduce by over 77% in the low-energy CBCT image and by
over 66% in the high-energy CBCT image. Moreover, the accuracy of the
decomposed multi-material results is also substantially improved. Conclusion: In the future, Compton scattered X-ray signals can be easily
corrected for CBCT systems using DL-FPDs.