Via Riccardo, Fassi Aurora, Fattori Giovanni, Fontana Giulia, Pella Andrea, Tagaste Barbara, Riboldi Marco, Ciocca Mario, Orecchia Roberto, Baroni Guido
Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano 20133, Italy.
CNAO Centro Nazionale di Adroterapia Oncologica, Pavia 27100, Italy.
Med Phys. 2015 May;42(5):2194-202. doi: 10.1118/1.4915921.
External beam radiotherapy currently represents an important therapeutic strategy for the treatment of intraocular tumors. Accurate target localization and efficient compensation of involuntary eye movements are crucial to avoid deviations in dose distribution with respect to the treatment plan. This paper describes an eye tracking system (ETS) based on noninvasive infrared video imaging. The system was designed for capturing the tridimensional (3D) ocular motion and provides an on-line estimation of intraocular lesions position based on a priori knowledge coming from volumetric imaging.
Eye tracking is performed by localizing cornea and pupil centers on stereo images captured by two calibrated video cameras, exploiting eye reflections produced by infrared illumination. Additionally, torsional eye movements are detected by template matching in the iris region of eye images. This information allows estimating the 3D position and orientation of the eye by means of an eye local reference system. By combining ETS measurements with volumetric imaging for treatment planning [computed tomography (CT) and magnetic resonance (MR)], one is able to map the position of the lesion to be treated in local eye coordinates, thus enabling real-time tumor referencing during treatment setup and irradiation. Experimental tests on an eye phantom and seven healthy subjects were performed to assess ETS tracking accuracy.
Measurements on phantom showed an overall median accuracy within 0.16 mm and 0.40° for translations and rotations, respectively. Torsional movements were affected by 0.28° median uncertainty. On healthy subjects, the gaze direction error ranged between 0.19° and 0.82° at a median working distance of 29 cm. The median processing time of the eye tracking algorithm was 18.60 ms, thus allowing eye monitoring up to 50 Hz.
A noninvasive ETS prototype was designed to perform real-time target localization and eye movement monitoring during ocular radiotherapy treatments. The device aims at improving state-of-the-art invasive procedures based on surgical implantation of radiopaque clips and repeated acquisition of X-ray images, with expected positive effects on treatment quality and patient outcome.
外照射放疗目前是治疗眼内肿瘤的一种重要治疗策略。准确的靶区定位和对非自主眼球运动的有效补偿对于避免剂量分布相对于治疗计划出现偏差至关重要。本文描述了一种基于非侵入性红外视频成像的眼动追踪系统(ETS)。该系统旨在捕捉三维(3D)眼球运动,并基于来自容积成像的先验知识提供眼内病变位置的在线估计。
通过在两台校准视频摄像机拍摄的立体图像上定位角膜和瞳孔中心来进行眼动追踪,利用红外照明产生的眼部反射。此外,通过在眼部图像的虹膜区域进行模板匹配来检测眼球的扭转运动。这些信息允许通过眼部局部参考系统估计眼睛的3D位置和方向。通过将ETS测量结果与用于治疗计划的容积成像[计算机断层扫描(CT)和磁共振成像(MR)]相结合,能够在局部眼部坐标系中映射待治疗病变的位置,从而在治疗设置和照射期间实现实时肿瘤参考。对眼模和七名健康受试者进行了实验测试,以评估ETS的追踪准确性。
在眼模上的测量显示,平移和旋转的总体中位精度分别在0.16毫米和0.40°以内。扭转运动受中位不确定性0.28°的影响。在健康受试者中,在29厘米的中位工作距离下,注视方向误差在0.19°至0.82°之间。眼动追踪算法的中位处理时间为18.60毫秒,因此能够以高达50赫兹的频率进行眼部监测。
设计了一种非侵入性ETS原型,用于在眼部放射治疗期间进行实时靶区定位和眼动监测。该设备旨在改进基于不透射线夹子的手术植入和重复X射线图像采集的现有侵入性程序,有望对治疗质量和患者预后产生积极影响。