Optical eye tracking system for real-time noninvasive tumor localization in external beam radiotherapy.

PURPOSE 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. METHODS 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. RESULTS 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. CONCLUSIONS 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.

[1]  M. Riboldi,et al.  Commissioning of an Integrated Platform for Time-Resolved Treatment Delivery in Scanned Ion Beam Therapy by Means of Optical Motion Monitoring , 2014, Technology in cancer research & treatment.

[2]  Alessia Pica,et al.  Noninvasive referencing of intraocular tumors for external beam radiation therapy using optical coherence tomography: a proof of concept. , 2014, Medical physics.

[3]  G Baroni,et al.  Commissioning and Quality Assurance of an Integrated System for Patient Positioning and Setup Verification in Particle Therapy , 2014, Technology in cancer research & treatment.

[4]  Wolfgang Geitzenauer,et al.  Hypofractionated stereotactic photon radiotherapy of posteriorly located choroidal melanoma with five fractions at ten Gy--clinical results after six years of experience. , 2013, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[5]  Jehn-Yu Huang,et al.  Pupil centroid shift and cyclotorsion in bilateral wavefront-guided laser refractive surgery and the correlation between both eyes. , 2013, Journal of the Formosan Medical Association = Taiwan yi zhi.

[6]  Tobias Rudolph,et al.  Statistical modeling of the eye for multimodal treatment planning for external beam radiation therapy of intraocular tumors. , 2012, International journal of radiation oncology, biology, physics.

[7]  Marco Riboldi,et al.  Automated Fiducial Localization in CT Images Based on Surface Processing and Geometrical Prior Knowledge for Radiotherapy Applications , 2012, IEEE Transactions on Biomedical Engineering.

[8]  Marco Riboldi,et al.  Optical eye tracking system for noninvasive and automatic monitoring of eye position and movements in radiotherapy treatments of ocular tumors. , 2012, Applied optics.

[9]  Sung Ho Moon,et al.  Eye tracking and gating system for proton therapy of orbital tumors. , 2012, Medical physics.

[10]  R.L. Westra,et al.  A torsional eye movement calculation algorithm for low contrast images in video-oculography , 2010, 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology.

[11]  J. Sheehan,et al.  Gamma knife radiosurgery for uveal melanoma ineligible for brachytherapy by the Collaborative Ocular Melanoma Study criteria , 2008 .

[12]  C. Joo,et al.  Ocular cyclotorsion according to body position and flap creation before laser in situ keratomileusis , 2008, Journal of cataract and refractive surgery.

[13]  Qiang Ji,et al.  A robust 3D eye gaze tracking system using noise reduction , 2008, ETRA.

[14]  Zhiwei Zhu,et al.  Novel Eye Gaze Tracking Techniques Under Natural Head Movement , 2007, IEEE Transactions on Biomedical Engineering.

[15]  R. Mohan,et al.  Dosimetric impact of tantalum markers used in the treatment of uveal melanoma with proton beam therapy , 2007, Physics in medicine and biology.

[16]  R. Pötter,et al.  Optimizing LINAC-based stereotactic radiotherapy of uveal melanomas: 7 years' clinical experience , 2006 .

[17]  E. Gragoudas Proton beam irradiation of uveal melanomas: the first 30 years. The Weisenfeld Lecture. , 2006, Investigative ophthalmology & visual science.

[18]  Moshe Eizenman,et al.  General theory of remote gaze estimation using the pupil center and corneal reflections , 2006, IEEE Transactions on Biomedical Engineering.

[19]  Richard Pötter,et al.  Automatic real-time surveillance of eye position and gating for stereotactic radiotherapy of uveal melanoma. , 2004, Medical physics.

[20]  Theodore Raphan,et al.  Robust and real-time torsional eye position calculation using a template-matching technique , 2004, Comput. Methods Programs Biomed..

[21]  N. Bornfeld,et al.  Radiation-induced optic neuropathy following brachytherapy of uveal melanomas , 1993, Graefe's Archive for Clinical and Experimental Ophthalmology.

[22]  M. G. Sabini,et al.  A 62 MeV proton beam for the treatment of ocular melanoma at Laboratori Nazionali del Sud-INFN (CATANIA) , 2003, 2003 IEEE Nuclear Science Symposium. Conference Record (IEEE Cat. No.03CH37515).

[23]  Ernest Osei,et al.  Stereotactic radiotherapy in the treatment of ocular melanoma: A noninvasive eye fixation aid and tracking system , 2003, Journal of Applied Clinical Medical Physics.

[24]  R Pötter,et al.  A linac-based stereotactic irradiation technique of uveal melanoma. , 2001, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[25]  C. Shields,et al.  Radiation retinopathy following plaque radiotherapy for posterior uveal melanoma. , 1999, Archives of ophthalmology.

[26]  P. Finger Radiation therapy for choroidal melanoma. , 1997, Survey of ophthalmology.

[27]  E. Gragoudas,et al.  Intraocular recurrence of uveal melanoma after proton beam irradiation. , 1992, Ophthalmology.

[28]  M Goitein,et al.  Planning proton therapy of the eye. , 1983, Medical physics.

[29]  Jack Sklansky,et al.  Finding the convex hull of a simple polygon , 1982, Pattern Recognit. Lett..

[30]  L. Verhey,et al.  Proton beam therapy. , 1982, Annual review of biophysics and bioengineering.

[31]  Alston S. Householder,et al.  Unitary Triangularization of a Nonsymmetric Matrix , 1958, JACM.