Implicit Feature-Based Alignment System for Radiotherapy

Ryoichi Yamakoshi, Kousuke Hirasawa, H. Okuda, H. Kage, K. Sumi, H. Sakamoto, Yuri Ivanov, Toshihiro Yanou, D. Suga, Masao Murakami
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引用次数: 1

Abstract

In this paper we present a robust alignment algorithm for correcting the effects of out-of-plane rotation to be used for automatic alignment of the Computed Tomography (CT) volumes and the generally low quality fluoroscopic images for radiotherapy applications. Analyzing not only in-plane but also out-of-plane rotation effects on the Dignitary Reconstructed Radiograph (DRR) images, we develop simple alignment algorithm that extracts a set of implicit features from DRR. Using these SIFT-based features, we align DRRs with the fluoroscopic images of the patient and evaluate the alignment accuracy. We compare our approach with traditional techniques based on gradient-based operators and show that our algorithm performs faster while in most cases delivering higher accuracy.
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基于隐式特征的放射治疗对准系统
在本文中,我们提出了一种鲁棒对准算法,用于校正面外旋转的影响,用于计算机断层扫描(CT)体积和放射治疗应用中一般低质量的透视图像的自动对准。分析了显像重构x线图像的面内和面外旋转效应,提出了一种简单的对齐算法,从DRR图像中提取一组隐式特征。利用这些基于sift的特征,我们将DRRs与患者的透视图像对齐并评估对齐精度。我们将我们的方法与基于梯度算子的传统技术进行了比较,结果表明我们的算法执行速度更快,在大多数情况下提供更高的精度。
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