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We present TEyeD, the world's largest unified public data set of eye images taken with head-mounted devices.
The eyelid reflex as a criterion of ocular fatigue
Matthew Luckiesh and Frank K Moss · 1937
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The perceptron: a probabilistic model for information storage and organization in the brain
Frank Rosenblatt · 1958
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Human-computer interaction using eye-gaze input
Thomas E Hutchinson, K Preston White, Worthy N Martin, Kelly C Reichert, and Lisa A Frey · 1989
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Experiments with a new boosting algorithm
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A security system based on human iris identification using wavelet transform
Wageeh W Boles · 1998
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On the momentum term in gradient descent learning algorithms
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The OpenCV Library
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Random forests
Leo Breiman · 2001
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Types of eye movements and their functions
Dale Purves, George J Augustine, David Fitzpatrick, Lawrence C Katz, Anthony-Samuel LaMantia, James O McNamara, S Mark Williams, et al · 2001
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Stochastic gradient boosting
Jerome H Friedman · 2002
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Learning with kernels: support vector machines, regularization, optimization, and beyond
Bernhard Schölkopf, Alexander J Smola, Francis Bach, et al · 2002
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Remote eye gaze tracking system as a computer interface for persons with severe motor disability
Malek Adjouadi, Anaelis Sesin, Melvin Ayala, and Mercedes Cabrerizo · 2004
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Histograms of oriented gradients for human detection
Navneet Dalal and Bill Triggs · 2005
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Gaze fixation and the neural circuitry of face processing in autism
Kim M Dalton, Brendon M Nacewicz, Tom Johnstone, Hillary S Schaefer, Morton Ann Gernsbacher, Hill H Goldsmith, Andrew L Alexander, and Richard J Davidson · 2005
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Pilot test of fatigue management technologies
David F Dinges, Greg Maislin, Rebecca M Brewster, Gerald P Krueger, and Robert J Carroll · 2005
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Fatigue detection based on the distance of eyelid
Wenhui Dong and Xiaojuan Wu · 2005
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You must be looking at me: The nature of gaze perception in schizophrenia patients
Christine Hooker and Sohee Park · 2005
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Ubiris: A noisy iris image database
Hugo Proença and Luís A Alexandre · 2005
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Comments on the casia version 1.0 iris data set
P Jonathon Phillips, Kevin W Bowyer, and Patrick J Flynn · 2007
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The ubiris. v2: A database of visible wavelength iris images captured on-the-move and at-a-distance
Hugo Proenca, Silvio Filipe, Ricardo Santos, Joao Oliveira, and Luis A Alexandre · 2009
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Efficient and robust segmentation of noisy iris images for non-cooperative iris recognition
Tieniu Tan, Zhaofeng He, and Zhenan Sun · 2010
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Mutual gaze in alzheimer’s disease, frontotemporal and semantic dementia couples
Virginia E Sturm, Megan E McCarthy, Ira Yun, Anita Madan, Joyce W Yuan, Sarah R Holley, Elizabeth A Ascher, Adam L Boxer, Bruce L Miller, and Robert W Levenson · 2011
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An eye tracking dataset for point of gaze detection
Christopher D McMurrough, Vangelis Metsis, Jonathan Rich, and Fillia Makedon · 2012
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Robust real-time pupil tracking in highly off-axis images
Lech Świrski, Andreas Bulling, and Neil Dodgson · 2012
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A fully-automatic, temporal approach to single camera, glint-free 3d eye model fitting
Lech Swirski and Neil Dodgson · 2013
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Impact of sensor ageing on iris recognition
Thomas Bergmüller, Luca Debiasi, Andreas Uhl, and Zhenan Sun · 2014
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Driving with binocular visual field loss? a study on a supervised on-road parcours with simultaneous eye and head tracking
Enkelejda Kasneci, Katrin Sippel, Kathrin Aehling, Martin Heister, Wolfgang Rosenstiel, Ulrich Schiefer, and Elena Papageorgiou · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Rendering synthetic ground truth images for eye tracker evaluation
Lech Świrski and Neil Dodgson · 2014
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Arbitrarily shaped areas of interest based on gaze density gradient
W. Fuhl, T. C. Kübler, K. Sippel, W. Rosenstiel, and E. Kasneci · 2015
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Excuse: Robust pupil detection in real-world scenarios
W. Fuhl, T. C. Kübler, K. Sippel, W. Rosenstiel, and E. Kasneci · 2015
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Batch normalization: Accelerating deep network training by reducing internal covariate shift
Sergey Ioffe and Christian Szegedy · 2015
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The usefulness of gaze tracking as an index of visual field reliability in glaucoma patients
Yukako Ishiyama, Hiroshi Murata, and Ryo Asaoka · 2015
Cited alongside, same era.
Analysis of eye movements with Eyetrace
T. C. Kübler, K. Sippel, W. Fuhl, G. Schievelbein, J. Aufreiter, R. Rosenberg, W. Rosenstiel, and E. Kasneci · 2015
Cited alongside, same era.
Deep learning
Yann LeCun, Yoshua Bengio, and Geoffrey Hinton · 2015
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
Cited alongside, same era.
Impact of (segmentation) quality on long vs. short-timespan assessments in iris recognition performance
Peter Wild, James Ferryman, and Andreas Uhl · 2015
Cited alongside, same era.
Rendering of eyes for eye-shape registration and gaze estimation
Erroll Wood, Tadas Baltrusaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling · 2015
The index of pupillary activity: Measuring cognitive load vis-à-vis task difficulty with pupil oscillation
Andrew T Duchowski, Krzysztof Krejtz, Izabela Krejtz, Cezary Biele, Anna Niedzielska, Peter Kiefer, Martin Raubal, and Ioannis Giannopoulos · 2018
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Histogram of oriented velocities for eye movement detection
W. Fuhl, N. Castner, and E. Kasneci · 2018
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Rule based learning for eye movement type detection
W. Fuhl, N. Castner, and E. Kasneci · 2018
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Mam: Transfer learning for fully automatic video annotation and specialized detector creation
W. Fuhl, N. Castner, L. Zhuang, M. Holzer, W. Rosenstiel, and E. Kasneci · 2018
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Bore: Boosted-oriented edge optimization for robust, real time remote pupil center detection
W. Fuhl, S. Eivazi, B. Hosp, A. Eivazi, W. Rosenstiel, and E. Kasneci · 2018
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Cited alongside, same era.
Feature-based attentional influences on the accommodation response
H. Bahmani, W. Fuhl, E. Gutierrez, G. Kasneci, E. Kasneci, and S. Wahl · 2016
Cited alongside, same era.
Xgboost: A scalable tree boosting system
Tianqi Chen and Carlos Guestrin · 2016
Cited alongside, same era.
Ssrbc 2016: Sclera segmentation and recognition benchmarking competition
Abhijit Das, Umapada Pal, Miguel A Ferrer, and Michael Blumenstein · 2016
Cited alongside, same era.
Evaluation of state-of-the-art pupil detection algorithms on remote eye images
W. Fuhl, D. Geisler, T. Santini, and E. Kasneci · 2016
Cited alongside, same era.
Eyes wide open? eyelid location and eye aperture estimation for pervasive eye tracking in real-world scenarios
W. Fuhl, T. Santini, D. Geisler, T. C. Kübler, W. Rosenstiel, and E. Kasneci · 2016
Cited alongside, same era.
Pupilnet: Convolutional neural networks for robust pupil detection
W. Fuhl, T. Santini, G. Kasneci, and E. Kasneci · 2016
Cited alongside, same era.
Cbf:circular binary features for robust and real-time pupil center detection
W. Fuhl, D. Geisler, T. Santini, T. Appel, W. Rosenstiel, and E. Kasneci · 2018
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Eye movement velocity and gaze data generator for evaluation, robustness testing and assess of eye tracking software and visualization tools
W. Fuhl and E. Kasneci · 2018
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Automatic generation of saliency-based areas of interest
W. Fuhl, T. Kübler, T. Santini, and E. Kasneci · 2018
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Region of interest generation algorithms for eye tracking data
W. Fuhl, T. C. Kübler, H. Brinkmann, R. Rosenberg, W. Rosenstiel, and E. Kasneci · 2018
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Eye movement simulation and detector creation to reduce laborious parameter adjustments
W. Fuhl, T. Santini, T. Kuebler, N. Castner, W. Rosenstiel, and E. Kasneci · 2018
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Mobilenetv2: Inverted residuals and linear bottlenecks
Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, and Liang-Chieh Chen · 2018
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Sclera segmentation benchmarking competition in cross-resolution environment
Abhijit Das, Umapada Pal, Michael Blumenstein, Caiyong Wang, Yong He, Yuhao Zhu, and Zhenan Sun · 2019
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Image-based extraction of eye features for robust eye tracking
W. Fuhl · 2019
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Encodji: Encoding gaze data into emoji space for an amusing scanpath classification approach ;)
Wolfgang Fuhl, Efe Bozkir, Benedikt Hosp, Nora Castner, David Geisler, Thiago C., and Enkelejda Kasneci · 2019
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Ferns for area of interest free scanpath classification
W. Fuhl, N. Castner, T. C. Kübler, A. Lotz, W. Rosenstiel, and E. Kasneci · 2019
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The applicability of cycle gans for pupil and eyelid segmentation, data generation and image refinement
W. Fuhl, D. Geisler, W. Rosenstiel, and E. Kasneci · 2019
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Learning to validate the quality of detected landmarks
W. Fuhl and E. Kasneci · 2019
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500,000 images closer to eyelid and pupil segmentation
W. Fuhl, W. Rosenstiel, and E. Kasneci · 2019
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Nvgaze: An anatomically-informed dataset for low-latency, near-eye gaze estimation
Joohwan Kim, Michael Stengel, Alexander Majercik, Shalini De Mello, David Dunn, Samuli Laine, Morgan McGuire, and David Luebke · 2019
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From perception to action using observed actions to learn gestures
Wolfgang Fuhl · 2020
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Reinforcement learning for the privacy preservation and manipulation of eye tracking data
Wolfgang Fuhl, Efe Bozkir, and Enkelejda Kasneci · 2020
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Neural networks for optical vector and eye ball parameter estimation
W. Fuhl, H. Gao, and E. Kasneci · 2020
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Tiny convolution, decision tree, and binary neuronal networks for robust and real time pupil outline estimation
W. Fuhl, H. Gao, and E. Kasneci · 2020
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Multi layer neural networks as replacement for pooling operations
Wolfgang Fuhl and Enkelejda Kasneci · 2020
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Rotated ring, radial and depth wise separable radial convolutions
Wolfgang Fuhl and Enkelejda Kasneci · 2020
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Weight and gradient centralization in deep neural networks
Wolfgang Fuhl and Enkelejda Kasneci · 2020
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Training decision trees as replacement for convolution layers
W. Fuhl, G. Kasneci, W. Rosenstiel, and E. Kasneci · 2020
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Fully convolutional neural networks for raw eye tracking data segmentation, generation, and reconstruction
Wolfgang Fuhl, Yao Rong, and Kasneci Enkelejda · 2020
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Explainable online validation of machine learning models for practical applications
Wolfgang Fuhl, Yao Rong, Thomas Motz, Michael Scheidt, Andreas Hartel, Andreas Koch, and Enkelejda Kasneci · 2020
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Dataset for eye tracking on a virtual reality platform
Stephan Joachim Garbin, Oleg Komogortsev, Robert Cavin, Gregory Hughes, Yiru Shen, Immo Schuetz, and Sachin S Talathi · 2020
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Gaze-in-wild: A dataset for studying eye and head coordination in everyday activities
Rakshit Kothari, Zhizhuo Yang, Christopher Kanan, Reynold Bailey, Jeff B Pelz, and Gabriel J Diaz · 2020
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