Abstract
In this paper a reduced complexity eye tracking technique is introduced. The proposed technique is based on a recently introduced eye localization method [5]. In order to exploit its accuracy and robustness under difficult illumination conditions, the presence of occlusions, shadows and pose variations, and making possible its use in real-time applications, we drastically reduce its computational cost while in the same time its accuracy is increased, by the use of an efficient tracking scheme. We also implement the proposed method in low-level C++ programming, using the OpenCV library, thus reducing even more its computational cost. All experiments we have conducted confirm our claims.
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References
Ghinea, G., Djeraba, C., Gulliver, S., Coyne, K.P.: Introduction to the special issue on eye-tracking applications in multimedia systems. ACM Trans. Multimedia Comput. Commun. Appl. 3(4) (2007)
Bohme, M., Meyer, A., Martinetz, T., Barth, E.: Remote eye tracking: state of the art and directions for future development. In: Conference on Communication by Gaze Interaction (2006)
Morimoto, C.H., Koons, D., Amir, A., Flickner, M.: Pupil detection and tracking using multiple light sources. Image Video Comput. 18, 331–335 (2000)
Orman, Z., Battal, A., Kemer, E.: A study on face, eye detection and gaze estimation. Int. J. Comput. Sci. Eng. 2, 29–46 (2011)
Poulopoulos, N., Psarakis, E.Z.: A new high precision eye center localization technique. In: International Conference on Image Processing (ICIP), Beijing, China, pp. 2806–2810 (2017)
Yuille, A., Hallinan, P., Cohen, D.: Feature extraction from faces using deformable templates. Int. J. Comput. Vis. 8(2), 99–111 (1992)
Xie, X., Sudhakar, R., Zhuang, H.: On improving eye feature extraction using deformable templates. Pattern Recogn. 27(6), 791–799 (1994)
Dobes, M., Martinek, J., Skoupil, D., Dobesova, Z., Pospisil, J.: Human eye localization using the modified Hough transform. Optik Int. J. Light Electron Opt. 117(10), 468–473 (2006)
Van Huan, N., Kim, H.: A novel circle detection method for iris segmentation. In: 2008 Congress on Image and Signal Processing, CISP 2008, vol. 3, pp. 620–624. IEEE (2008)
Valenti, R., Gevers, T.: Accurate eye center location and tracking using isophote curvature. In: International Conference on Computer Vision and Pattern Recognition (CVPR 2008), pp. 1–8. IEEE (2008)
Valenti, R., Yucel, Z., Gevers, T.: Robustifying eye center localization by head pose cues. In: 2009 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009, pp. 612–618. IEEE (2009)
Valenti, R., Gevers, T.: Accurate eye center location through invariant isocentric patterns. IEEE Trans. Pattern Anal. Mach. Intell. 34(9), 1785–1798 (2012)
Loy, G., Zelinsky, A.: Fast radial symmetry for detecting points of interest. IEEE Trans. Pattern Anal. Mach. Intell. 25, 959973 (2003)
Skodras, E., Fakotakis, N.: Precise localization of eye centers in low resolution color images. Image Vision Comput. J. 36, 51–60 (2015)
Bai, L., Shen, L., Wang, Y.: A novel eye location algorithm based on radial symmetry transform. In: International Conference on Pattern Recognition (ICPR 2006), vol. 3, pp. 511–514. IEEE (2006)
Yang, P., Du, B., Shan, S., Gao, W.: A novel pupil localization method based on GaborEye model and radial symmetry operator. In: International Conference on Image Processing (ICIP 2004), vol. 1, pp. 67–70. IEEE (2004)
Zhu, Z., Ji, Q.: Eye and gaze tracking for interactive graphic display. Mach. Vis. Appl. 15(3), 139–148 (2004)
Peixoto, H.M., Guerreiro, A.M.G., Neto, A.D.D.: Image processing for eye detection and classification of the gaze direction. In: 2009 International Joint Conference on Neural Networks, pp. 2475–2480. IEEE (2009)
Everingham, M., Zisserman, A.: Regression and classification approaches to eye localization in face images. In: 2006 7th International Conference on Automatic Face and Gesture Recognition, FGR 2006, pp. 441–446. IEEE (2006)
Samaria, F., Young, S.: Hmm-based architecture for face identification. Image Vis. Comput. 12(8), 537–543 (1994)
Campadelli, P., Lanzarotti, R., Lipori, G.: Precise eye localization through a general-to specific model definition. In: BMVC, vol. 1, pp. 187–196. Citeseer (2006)
Pentland, A., Moghaddam, B., Starner, T.: View-based and modular eigenspaces for face recognition. In: 1994 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Proceedings CVPR 1994, pp. 84–91. IEEE (1994)
Wang, P., Green, M.B., Ji, Q., Wayman, J.: Automatic eye detection and its validation. In: IEEE Workshop on Face Recognition Grand Challenge Experiments, p. 164 (2005)
Niu, Z., Shan, S., Yan, S., Chen, X., Gao, W.: 2D cascaded adaboost for eye localization. In: ICPR (2006)
Kim, B.S., Lee, H., Kim, W.Y.: Rapid eye detection method for non-glasses type 3D display on portable devices. IEEE Trans. Consum. Electron. 56, 2498–2505 (2010)
Hansen, D.W., Nielsen, M., Hansen, J.P., Johansen, A.S., Stegmann, M.B.: Tracking eyes using shape and appearance. In: MVA, pp. 201–204 (2002)
Tian, Y.L., Kanade, T., Cohn, J.F.: Dual-state parametric eye tracking. In Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition, pp. 110–115 (2000)
Hansen, D.W., Pece, A.E.: Eye tracking in the wild. Comput. Vis. Image Underst. 98, 155–181 (2005)
Wu, H., Kitagawa, Y., Wada, T., Kato, T., Chen, Q.: Tracking iris contour with a 3D eye-model for gaze estimation. In: Computer Vision-ACCV, pp. 688–697 (2007)
Viola, P., Jones, M.: Robust real-time face detection. Int. J. Comput. Vis. 57(2), 137–154 (2004)
Wang, H., Li, S.Z., Wang, Y., Zhang, J.: Self quotient image for face recognition. In: ICIP, vol. 2, pp. 1397–1400 (2004)
Anjith, G., Routray, A.: Fast and accurate algorithm for eye localization for gaze tracking in low resolution images. arXiv preprint arXiv:1605.05272 (2016)
Baek, S.-J., Choi, K.-A., Ma, C., Kim, Y.-H., Ko, S.-J.: Eyeball model-based iris center localization for visible image-based eye gaze tracking systems. IEEE Trans. Consum. Electron. 59(2), 415–421 (2013)
Daugman, J.: How iris recognition works. IEEE Trans. Circ. Syst. Video Technol. 14(1), 21–30 (2004)
Wang, J., Sung, E., Venkateswarlu, R.: Eye gaze estimation from a single image of one eye. In: 2003 Proceedings of the Ninth IEEE International Conference on Computer Vision, pp. 136–143. IEEE (2003)
Jesorsky, O., Kirchbergand, K.J., Frischholz, R.: Robust face detection using the Hausdorff distance. In: Audio and Video-Based Biometric Person Authentication, pp. 90–95 (1992)
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Poulopoulos, N., Psarakis, E.Z. (2019). Real Time Eye Localization and Tracking. In: Aspragathos, N., Koustoumpardis, P., Moulianitis, V. (eds) Advances in Service and Industrial Robotics. RAAD 2018. Mechanisms and Machine Science, vol 67. Springer, Cham. https://doi.org/10.1007/978-3-030-00232-9_59
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DOI: https://doi.org/10.1007/978-3-030-00232-9_59
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