F. Geringswald, E. Porracin, and S. Pollmann, Impairment of visual memory for objects in natural scenes by simulated central scotomata, Journal of vision, vol.16, issue.2, pp.6-6, 2016.

F. C. Glen, N. D. Smith, L. Jones, and D. P. Crabb, i didn't see that coming': simulated visual fields and driving hazard perception test performance, Clinical and Experimental Optometry, vol.99, issue.5, pp.469-475, 2016.

A. Haji-abolhassani and J. J. Clark, An inverse yarbus process: Predicting observers' task from eye movement patterns, Vision research, vol.103, pp.127-142, 2014.

C. M. Harris and D. M. Wolpert, The main sequence of saccades optimizes speed-accuracy trade-off, Biological cybernetics, vol.95, issue.1, pp.21-29, 2006.

J. M. Henderson, K. K. Mcclure, S. Pierce, and G. Schrock, Object identification without foveal vision: Evidence from an artificial scotoma paradigm, Perception & Psychophysics, vol.59, issue.3, pp.323-346, 1997.

D. B. Henson, J. Evans, B. C. Chauhan, and C. Lane, Influence of fixation accuracy on threshold variability in patients with open angle glaucoma, Investigative ophthalmology & visual science, vol.37, issue.2, pp.444-450, 1996.

C. Holland and O. V. Komogortsev, Biometric identification via eye movement scanpaths in reading, Biometrics (ijcb), 2011 international joint conference on, pp.1-8, 2011.

S. Hoppe, T. Loetscher, S. Morey, and A. Bulling, Recognition of curiosity using eye movement analysis, Adjunct proceedings of the 2015 acm international joint conference on pervasive and ubiquitous computing and proceedings of the 2015 acm international symposium on wearable computers, pp.185-188, 2015.

S. Hoppe, T. Loetscher, S. A. Morey, and A. Bulling, Eye movements during everyday behavior predict personality traits, Frontiers in human neuroscience, vol.12, p.105, 2018.

K. Hornik, M. Stinchcombe, and H. White, Multilayer feedforward networks are universal approximators, Neural networks, vol.2, issue.5, pp.359-366, 1989.

S. Ioffe and C. Szegedy, Batch normalization: Accelerating deep network training by reducing internal covariate shift, 2015.

L. Itti, New eye-tracking techniques may revolutionize mental health screening, Neuron, vol.88, issue.3, pp.442-444, 2015.

R. D. Jager, W. F. Mieler, and J. W. Miller, Age-related macular degeneration, New England Journal of Medicine, vol.358, issue.24, pp.2606-2617, 2008.

S. R. Jammalamadaka and A. Sengupta, Topics in circular statistics, vol.5, 2001.

E. Jang, S. Gu, and B. Poole, Categorical reparameterization with gumbel-softmax, 2016.

C. P. Janssen and P. Verghese, Stop before you saccade: Looking into an artificial peripheral scotoma, Journal of Vision, vol.15, issue.5, pp.7-7, 2015.

C. Kanan, D. N. Bseiso, N. A. Ray, J. H. Hsiao, and G. W. Cottrell, Humans have idiosyncratic and task-specific scanpaths for judging faces, Vision research, vol.108, pp.67-76, 2015.

C. Kanan, N. A. Ray, D. N. Bseiso, J. H. Hsiao, and G. W. Cottrell, Predicting an observer's task using multi-fixation pattern analysis, Proceedings of the symposium on eye tracking research and applications, pp.287-290, 2014.

E. Kasneci, K. Sippel, K. Aehling, M. Heister, W. Rosenstiel et al., Driving with binocular visual field loss? a study on a supervised on-road parcours with simultaneous eye and head tracking, PloS one, vol.9, issue.2, p.87470, 2014.

A. King, A. Azuara-blanco, and A. Tuulonen, Authors' reply to georgalas and colleagues, British Medical Journal, vol.347, p.4216, 2013.

D. P. Kingma and J. Ba, Adam: A method for stochastic optimization, 2014.

M. Kolodziej, A. Majkowski, P. Francuz, R. J. Rak, and P. Augustynowicz, Identifying experts in the field of visual arts using oculomotor signals, Journal of Eye Movement Research, issue.3, p.11, 2018.

T. C. Kübler, C. Rothe, U. Schiefer, W. Rosenstiel, and E. Kasneci, Subsmatch 2.0: Scanpath comparison and classification based on subsequence frequencies, Behavior research methods, vol.49, issue.3, pp.1048-1064, 2017.

G. W. Mcconkie and L. Loschky, Perception onset time during fixations in free viewing, Behavior Research Methods, vol.34, issue.4, pp.481-490, 2002.

G. W. Mcconkie and K. Rayner, The span of the effective stimulus during a fixation in reading, Perception & Psychophysics, vol.17, issue.6, pp.578-586, 1975.

C. A. Mcgrory and D. Titterington, Variational bayesian analysis for hidden markov models, Australian & New Zealand Journal of Statistics, vol.51, issue.2, pp.227-244, 2009.

K. Mergenthaler and R. Engbert, Microsaccades are different from saccades in scene perception, Experimental Brain Research, vol.203, issue.4, pp.753-757, 2010.

J. Mitchell and C. Bradley, Quality of life in age-related macular degeneration: a review of the literature. Health and quality of life outcomes, vol.4, p.97, 2006.

S. Nakagawa and H. Schielzeth, A general and simple method for obtaining r2 from generalized linear mixed-effects models, Methods in Ecology and Evolution, vol.4, issue.2, pp.133-142, 2013.

U. L. Nilsson, C. Frennesson, and S. E. Nilsson, Patients with amd and a large absolute central scotoma can be trained successfully to use eccentric viewing, as demonstrated in a scanning laser ophthalmoscope, Vision research, vol.43, issue.16, pp.1777-1787, 2003.

A. Nuthmann, On the visual span during object search in real-world scenes, Visual Cognition, vol.21, issue.7, pp.803-837, 2013.

A. Nuthmann, How do the regions of the visual field contribute to object search in real-world scenes? evidence from eye movements, Journal of Experimental Psychology: Human Perception and Performance, vol.40, issue.1, p.342, 2014.

A. Nuthmann and G. L. Malcolm, Eye guidance during real-world scene search: The role color plays in central and peripheral vision, Journal of Vision, vol.16, issue.2, pp.3-3, 2016.

A. Nuthmann, T. J. Smith, R. Engbert, and J. M. Henderson, Crisp: a computational model of fixation durations in scene viewing, Psychological Review, vol.117, issue.2, p.382, 2010.

K. Ooms and V. Krassanakis, Measuring the spatial noise of a low-cost eye tracker to enhance fixation detection, Journal of Imaging, issue.8, p.4, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01928958

J. Otero-millan, X. G. Troncoso, S. L. Macknik, I. Serrano-pedraza, and S. Martinez-conde, Saccades and microsaccades during visual fixation, exploration, and search: foundations for a common saccadic generator, Journal of vision, vol.8, issue.14, pp.21-21, 2008.

A. Papoutsaki, P. Sangkloy, J. Laskey, N. Daskalova, J. Huang et al., Webgazer: Scalable webcam eye tracking using user interactions, Proceedings of the 25th international joint conference on artificial intelligence (ijcai), pp.3839-3845, 2016.

A. Paszke, S. Gross, S. Chintala, G. Chanan, E. Yang et al., Automatic differentiation in pytorch, 2017.

K. Pierce, S. Marinero, R. Hazin, B. Mckenna, C. C. Barnes et al., Eye tracking reveals abnormal visual preference for geometric images as an early biomarker of an autism spectrum disorder subtype associated with increased symptom severity, Biological psychiatry, vol.79, issue.8, pp.657-666, 2016.

M. I. Posner and Y. Cohen, Components of visual orienting. Attention and performance X: Control of language processes, vol.32, pp.531-556, 1984.

. R-core-team, R: A language and environment for statistical computing, 2018.

A. Vienna,

Y. Rai, P. Le-callet, and G. Cheung, Quantifying the relation between perceived interest and visual salience during free viewing using trellis based optimization, Image, video, and multidimensional signal processing workshop (ivmsp), pp.1-5, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01676957

K. Rayner and J. H. Bertera, Reading without a fovea, Science, issue.4417, pp.468-469, 1979.

E. M. Reingold, Eye tracking research and technology: Towards objective measurement of data quality, Visual cognition, vol.22, issue.3-4, pp.635-652, 2014.

E. M. Reingold and L. C. Loschky, Saliency of peripheral targets in gaze-contingent multiresolutional displays, Behavior Research Methods, Instruments, & Computers, vol.34, issue.4, pp.491-499, 2002.

L. O. Rothkegel, H. A. Trukenbrod, H. H. Schütt, F. A. Wichmann, and R. Engbert, Influence of initial fixation position in scene viewing, Vision research, vol.129, pp.33-49, 2016.

D. Ryu, D. L. Mann, B. Abernethy, and J. M. Poolton, Gaze-contingent training enhances perceptual skill acquisition, Journal of vision, vol.16, issue.2, pp.2-2, 2016.

B. A. Sabel and J. Gudlin, Vision restoration training for glaucoma: a randomized clinical trial, JAMA ophthalmology, vol.132, issue.4, pp.381-389, 2014.

T. A. Salthouse and C. L. Ellis, Determinants of eye-fixation duration. The American journal of psychology, pp.207-234, 1980.

D. D. Salvucci and J. H. Goldberg, Identifying fixations and saccades in eye-tracking protocols, Proceedings of the 2000 symposium on eye tracking research & applications, pp.71-78, 2000.

N. Sammaknejad, H. Pouretemad, C. Eslahchi, A. Salahirad, and A. Alinejad, Gender classification based on eye movements: A processing effect during passive face viewing, Advances in cognitive psychology, vol.13, issue.3, p.232, 2017.

S. S. Sawilowsky, New effect size rules of thumb, Journal of Modern Applied Statistical Methods, vol.8, issue.2, pp.467-474, 2009.

A. F. Schmidt and C. Finan, Linear regression and the normality assumption, Journal of clinical epidemiology, vol.98, pp.146-151, 2018.

J. Schreiber, Pomegranate: fast and flexible probabilistic modeling in python, The Journal of Machine Learning Research, vol.18, issue.1, pp.5992-5997, 2017.

W. Seiple, P. Grant, and J. P. Szlyk, Reading rehabilitation of individuals with amd: relative effectiveness of training approaches, Investigative ophthalmology & visual science, vol.52, issue.6, pp.2938-2944, 2011.

Y. Shi, M. Liu, X. Wang, C. Zhang, and P. Huang, Fixation behavior in primary open angle glaucoma at early and moderate stage assessed by the microperimeter mp-1, Journal of glaucoma, vol.22, issue.2, pp.169-173, 2013.

J. Simola, J. Salojärvi, and I. Kojo, Using hidden markov model to uncover processing states from eye movements in information search tasks, Cognitive systems research, vol.9, issue.4, pp.237-251, 2008.

K. Sippel, E. Kasneci, K. Aehling, M. Heister, W. Rosenstiel et al., Binocular glaucomatous visual field loss and its impact on visual exploration-a supermarket study, PloS one, vol.9, issue.8, p.106089, 2014.

E. Skenduli-bala, S. Voogd, . De, R. C. Wolfs, R. Leeuwen et al., Causes of incident visual field loss in a general elderly population: the rotterdam study, Archives of Ophthalmology, vol.123, issue.2, pp.233-238, 2005.

N. D. Smith, D. P. Crabb, F. C. Glen, R. Burton, and D. F. Garway-heath, Eye movements in patients with glaucoma when viewing images of everyday scenes, Seeing and perceiving, vol.25, issue.5, pp.471-492, 2012.

N. D. Smith, F. C. Glen, and D. P. Crabb, Eye movements during visual search in patients with glaucoma, BMC ophthalmology, vol.12, issue.1, p.45, 2012.

T. J. Smith and J. M. Henderson, Facilitation of return during scene viewing, Visual Cognition, vol.17, issue.6-7, pp.1083-1108, 2009.

T. J. Smith and J. M. Henderson, Does oculomotor inhibition of return influence fixation probability during scene search? Attention, Perception, & Psychophysics, vol.73, issue.8, pp.2384-2398, 2011.

B. W. Tatler and B. T. Vincent, The prominence of behavioural biases in eye guidance, Visual Cognition, vol.17, issue.6-7, pp.1029-1054, 2009.

B. W. Tatler, N. J. Wade, H. Kwan, J. M. Findlay, and B. M. Velichkovsky, Yarbus, eye movements, and vision. i-Perception, vol.1, pp.7-27, 2010.

Y. Terao, H. Fukuda, and O. Hikosaka, What do eye movements tell us about patients with neurological disorders?-an introduction to saccade recording in the clinical setting, Proceedings of the Japan Academy, Series B, vol.93, issue.10, pp.772-801, 2017.

Y. Tham, X. Li, T. Y. Wong, H. A. Quigley, T. Aung et al., Global prevalence of glaucoma and projections of glaucoma burden through 2040: a systematic review and meta-analysis, Vision (20??) ?, 1-? Vision (20??) ?, 1-?, vol.121, pp.2081-2090, 2014.