KAIST / 조상훈, 조승룡*
Abstract
CT scan by use of a beam-filter placed between the x-ray source and the patient allows a single-scan low-dose dual-energy imaging with a minimal hardware modification to the existing CT systems. We have earlier demonstrated the feasibility of such imaging method with a multi-slit beam-filter reciprocating along the direction perpendicular to the CT rotation axis in a cone-beam CT system. However, such method would face mechanical challenges when the beam-filter is supposed to cooperate with a fast-rotating gantry in a diagnostic CT system. In this work, we propose a new scanning method and associated image reconstruction algorithm that can overcome these challenges. We propose to slide a beam-filter that has multi-slit structure with its slits being at a slanted angle with the CT gantry rotation axis during a scan. A streaky pattern would show up in the sinogram domain as a result. Using a notch filter in the Fourier domain of the sinogram, we removed the streaks and reconstructed an image by use of the filtered-backprojection algorithm. The remaining image artifacts were suppressed by applying l0 norm based smoothing. Using this image as a prior, we have reconstructed low- and high-energy CT images in the iterative reconstruction framework. An image-based material decomposition then followed. We conducted a simulation study to test its feasibility using the XCAT phantom and also an experimental study using the Catphan phantom, a head phantom, an iodine-solution phantom, and a monkey in anesthesia, and showed its successful performance in image reconstruction and in material decomposition.
(좌) 제안하는 다중 슬릿 빔필터 기반의 CT 스캐닝 방법 (우) 고품질의 prior 영상을 만들어내는 이미지 프로세싱 알고리즘
Affiliations
Sanghoon Cho, Seoyoung Lee, Jongha Lee, Donghyeon Lee, Hyoyi Kim, Jong-Hyun Ryu, Kilhwan Jeong, Kyu-Gyum Kim, Kwon-Ha Yoon, Seungryong Cho
편집위원
CT는 오랜 동안 아주 유용하게 사용되고 있지만 환자에게 선량이 많이 들어가기 때문에 이를 줄이려는 노력과 그 반대급부로 영상의 질 저하를 막으려는 연구가 끊임없이 되고 있다. 2중 에너지와 멀티슬릿 필터를 사용해서 빠르게 회전하는 갠트리타입 CT에서도 좋은 영상을 만들어 내는 기술이 재미있었다.
2021-05-06 15:47:42