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Erschienen in: International Journal of Computer Assisted Radiology and Surgery 10/2018

18.06.2018 | Original Article

Eye tracker accuracy: quantitative evaluation of the invisible eye center location

verfasst von: Stephan Wyder, Philippe C. Cattin

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 10/2018

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Abstract

Purpose

We present a new method to evaluate the accuracy of an eye tracker-based eye localization system. Measuring the accuracy of an eye tracker’s primary intention, the estimated point of gaze, is usually done with volunteers and a set of fixation points used as ground truth. However, verifying the accuracy of the location estimate of a volunteer’s eye center in 3D space is not easily possible. This is because the eye center, the center of corneal curvature, is an intangible point.

Methods

We evaluate the eye location accuracy by using an eye phantom instead of eyes of volunteers. For this, we developed a testing stage with a realistic artificial eye and a corresponding kinematic model, which we trained with \(\mu \text {CT}\) data. This enables us to precisely evaluate the eye location estimate of an eye tracker.

Results

We show that the proposed testing stage with the corresponding kinematic model is suitable for such a validation. Further, we evaluate a particular eye tracker-based navigation system and show that this system is able to successfully determine the eye center with a mean accuracy of 0.68 mm.

Conclusion

We show the suitability of the evaluated eye tracker for eye interventions, using the proposed testing stage and the corresponding kinematic model. The results further enable specific enhancements of the navigation system to potentially get even better results.

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Literatur
1.
Zurück zum Zitat Besl PJ, McKay HD (1992) A method for registration of 3-D shapes. IEEE Trans Pattern Anal Mach Intell 14(2):239–256CrossRef Besl PJ, McKay HD (1992) A method for registration of 3-D shapes. IEEE Trans Pattern Anal Mach Intell 14(2):239–256CrossRef
2.
Zurück zum Zitat Duchowski AT (2007) Eye tracking methodology—theory and practice, 2nd edn. Springer, London Duchowski AT (2007) Eye tracking methodology—theory and practice, 2nd edn. Springer, London
3.
Zurück zum Zitat Guestrin ED, Eizenman M (2006) General theory of remote gaze estimation using the pupil center and corneal reflections. IEEE Trans Biomed Eng 53(6):1124–1133CrossRefPubMed Guestrin ED, Eizenman M (2006) General theory of remote gaze estimation using the pupil center and corneal reflections. IEEE Trans Biomed Eng 53(6):1124–1133CrossRefPubMed
4.
Zurück zum Zitat Hansen DW, Ji Q (2010) In the eye of the beholder: a survey of models for eyes and gaze. IEEE Trans Pattern Anal Mach Intell 32(3):478–500CrossRefPubMed Hansen DW, Ji Q (2010) In the eye of the beholder: a survey of models for eyes and gaze. IEEE Trans Pattern Anal Mach Intell 32(3):478–500CrossRefPubMed
5.
Zurück zum Zitat Leon SJ (1980) Linear algebra with applications. Macmillan, New York Leon SJ (1980) Linear algebra with applications. Macmillan, New York
6.
Zurück zum Zitat Lotmar W (1971) Theoretical eye model with aspherics*. J Opt Soc Am 61(11):1522–1529CrossRef Lotmar W (1971) Theoretical eye model with aspherics*. J Opt Soc Am 61(11):1522–1529CrossRef
7.
Zurück zum Zitat Narcizo FB, Rangel de Queiroz JE, Gomes HM (2013) Remote eye tracking systems: technologies and applications. In: 2013 26th conference on graphics, patterns and images tutorials. IEEE, pp 15–22 Narcizo FB, Rangel de Queiroz JE, Gomes HM (2013) Remote eye tracking systems: technologies and applications. In: 2013 26th conference on graphics, patterns and images tutorials. IEEE, pp 15–22
8.
Zurück zum Zitat Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair M, Pietzsch T, Preibisch S, Rueden C, Saalfeld S, Schmid B, Tinevez JY, White DJ, Hartenstein V, Eliceiri K, Tomancak P, Cardona A (2012) Fiji: an open-source platform for biological-image analysis. Nat Methods 9(7):676–682CrossRef Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair M, Pietzsch T, Preibisch S, Rueden C, Saalfeld S, Schmid B, Tinevez JY, White DJ, Hartenstein V, Eliceiri K, Tomancak P, Cardona A (2012) Fiji: an open-source platform for biological-image analysis. Nat Methods 9(7):676–682CrossRef
9.
Zurück zum Zitat Świrski L, Dodgson N (2014) Rendering synthetic ground truth images for eye tracker evaluation. In: Proceedings of the 2014 symposium on eye-tracking research & applications. ACM, New York, pp 219–222 Świrski L, Dodgson N (2014) Rendering synthetic ground truth images for eye tracker evaluation. In: Proceedings of the 2014 symposium on eye-tracking research & applications. ACM, New York, pp 219–222
10.
Zurück zum Zitat Via R, Fassi A, Fattori G, Fontana G, Pella A, Tagaste B, Riboldi M, Ciocca M, Orecchia R, Baroni G (2015) Optical eye tracking system for real-time noninvasive tumor localization in external beam radiotherapy. Med Phys 42(5):2194–2202CrossRefPubMed Via R, Fassi A, Fattori G, Fontana G, Pella A, Tagaste B, Riboldi M, Ciocca M, Orecchia R, Baroni G (2015) Optical eye tracking system for real-time noninvasive tumor localization in external beam radiotherapy. Med Phys 42(5):2194–2202CrossRefPubMed
11.
Zurück zum Zitat Wyder S, Cattin PC (2016) Stereo eye tracking with a single camera for ocular tumor therapy. In: Proceedings of the ophthalmic medical image analysis international workshop, pp 81–88 Wyder S, Cattin PC (2016) Stereo eye tracking with a single camera for ocular tumor therapy. In: Proceedings of the ophthalmic medical image analysis international workshop, pp 81–88
12.
Zurück zum Zitat Wyder S, Hennings F, Pezold S, Hrbacek J, Cattin PC (2016) With gaze tracking toward noninvasive eye cancer treatment. IEEE Trans Biomed Eng 63(9):1914–1924CrossRefPubMed Wyder S, Hennings F, Pezold S, Hrbacek J, Cattin PC (2016) With gaze tracking toward noninvasive eye cancer treatment. IEEE Trans Biomed Eng 63(9):1914–1924CrossRefPubMed
13.
Zurück zum Zitat Zhang Z (2000) A flexible new technique for camera calibration. IEEE Trans Pattern Anal Mach Intell 22(11):1330–1334CrossRef Zhang Z (2000) A flexible new technique for camera calibration. IEEE Trans Pattern Anal Mach Intell 22(11):1330–1334CrossRef
Metadaten
Titel
Eye tracker accuracy: quantitative evaluation of the invisible eye center location
verfasst von
Stephan Wyder
Philippe C. Cattin
Publikationsdatum
18.06.2018
Verlag
Springer International Publishing
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 10/2018
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-018-1808-5

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