G. Abdollahian and E. J. Delp, Finding Regions of Interest in Home Videos Based on Camera Motion, 2007 IEEE International Conference on Image Processing, pp.545-548, 2007.
DOI : 10.1109/ICIP.2007.4380075

[. Adam, J. J. , H. Kingma, and T. Hoek, On the time course and accuracy of spatial localization: Basic data and a two-process model, Acta Psychologica, vol.84, issue.2, pp.135-159, 1993.
DOI : 10.1016/0001-6918(93)90024-L

J. [. Ambadar, J. F. Schooler, and . Cohn, Deciphering the Enigmatic Face: The Importance of Facial Dynamics in Interpreting Subtle Facial Expressions, Psychological Science, vol.112, issue.09, pp.403-410, 2005.
DOI : 10.1080/026999300378987

]. J. And98 and . Anderson, Social stimuli and social rewards in primate learning and cognition, Behav. Process, vol.42, issue.23, pp.2-3, 1998.

H. [. Arndt and . Colonius, Two stages in crossmodal saccadic integration: evidence from a visual-auditory focused attention task, Experimental Brain Research, vol.35, issue.4, pp.417-426, 2003.
DOI : 10.1016/0042-6989(95)00065-M

W. F. Bacon and H. E. Egeth, Overriding stimulus-driven attentional capture, Perception & Psychophysics, vol.16, issue.5, pp.485-496, 1994.
DOI : 10.3758/BF03205306

F. Baluch and L. Itti, Mechanisms of top-down attention, Trends in Neurosciences, vol.34, issue.4, pp.210-224, 2011.
DOI : 10.1016/j.tins.2011.02.003

[. W. Ban, J. K. Shin, and M. Lee, Face detection using biologically motivated saliency map model, Proceedings of the International Joint Conference on Neural Networks, pp.119-124, 2003.

A. [. Banks, S. J. Sekuler, and . Anderson, Peripheral spatial vision: limits imposed by optics, photoreceptors, and receptor pooling, Journal of the Optical Society of America A, vol.8, issue.11, pp.1775-1787, 1991.
DOI : 10.1364/JOSAA.8.001775

]. P. Bel+11, P. E. Belin, M. Bestelmeyer, R. Latinus, and . Watson, Understanding Voice Perception, J. Psychol, vol.1024, issue.129, pp.711-725, 2011.

]. S. Ben+96, T. Bentin, A. Allison, E. Puce, G. Perez et al., Electrophysiological studies of face perception in humans, pp.551-565, 1996.

P. [. Bernstein, M. E. Tucker, . Demorest, and . English, Speech perception without hearing, Perception & Psychophysics, vol.22, issue.232, pp.233-252, 2000.
DOI : 10.3758/BF03205546

C. [. Bindemann, A. M. Scheepers, and . Burton, Viewpoint and center of gravity affect eye movements to human faces, Journal of Vision, vol.9, issue.2, pp.7-8, 2009.
DOI : 10.1167/9.2.7

]. M. Bin+07, A. M. Bindemann, S. R. Burton, S. R. Langton, M. J. Schweinberger et al., The control of attention to faces, In: J. Vision, vol.710, pp.15-16, 2007.

W. [. Birmingham, A. Bischof, and . Kingstone, Gaze selection in complex social scenes, Visual Cognition, vol.8, issue.2-3, pp.341-355, 2008.
DOI : 10.3758/BF03196287

E. Birmingham, W. F. Bischof, and A. Kingstone, Saliency does not account for fixations to eyes within social scenes, Vision Research, vol.49, issue.24, pp.2992-3000, 2009.
DOI : 10.1016/j.visres.2009.09.014

H. Bouma, Interaction Effects in Parafoveal Letter Recognition, Nature, vol.70, issue.5241, pp.177-178, 1970.
DOI : 10.1038/226177a0

A. [. Braeutigam, S. J. Bailey, and . Swithenby, Task-dependent early latency (30???60 ms) visual processing of human faces and other objects, Neuroreport, vol.12, issue.7, pp.1531-1536, 2001.
DOI : 10.1097/00001756-200105250-00046

L. [. Brandt and . Stark, Spontaneous Eye Movements During Visual Imagery Reflect the Content of the Visual Scene, Journal of Cognitive Neuroscience, vol.8, issue.1, pp.27-38, 1997.
DOI : 10.1126/science.171.3972.701

V. Brown, D. Huey, and J. M. Findlay, Face Detection in Peripheral Vision: Do Faces Pop Out?, Perception, vol.9, issue.12, pp.1555-1570, 1997.
DOI : 10.1068/p261555

D. [. Bruno and . Pellerin, Robust motion estimation using spatial Gabor-like filters, Signal Process, pp.297-309, 2002.
DOI : 10.1016/S0165-1684(01)00188-8

J. N. Buchan, M. Paré, and K. G. , Spatial statistics of gaze fixations during dynamic face processing, Social Neuroscience, vol.18, issue.1, pp.1-13, 2007.
DOI : 10.1016/S0167-6393(98)00048-X

R. Carmi and L. Itti, Visual causes versus correlates of attentional selection in dynamic scenes, Vision Research, vol.46, issue.26, pp.4333-4345, 2006.
DOI : 10.1016/j.visres.2006.08.019

J. [. Cave and . Wolfe, Modeling the role of parallel processing in visual search, Cognitive Psychology, vol.22, issue.2, pp.225-271, 1990.
DOI : 10.1016/0010-0285(90)90017-X

M. Cerf, E. P. Frady, and C. Koch, Faces and text attract gaze independent of the task: Experimental data and computer model, Journal of Vision, vol.9, issue.12, pp.10-11, 2009.
DOI : 10.1167/9.12.10

E. [. Cerf, C. Frady, and . Koch, Using semantic content as cues for better scanpath prediction, Proceedings of the 2008 symposium on Eye tracking research & applications , ETRA '08, p.49, 2008.
DOI : 10.1145/1344471.1344508

]. M. Cer+09, J. Cerf, A. Harel, W. Huth, C. Einhäuser et al., Decoding what people see from where they look: Predicting visual stimuli from scanpaths " . In: Attention in cognitive systems, Chap. Decoding What People See from Where They Look: Predicting Visual Stimuli from Scanpaths, pp.15-26, 2009.

]. M. Cer+07, J. Cerf, W. Harel, C. Einhäuser, and . Koch, Predicting human gaze using low-level saliency combined with face detection, NIPS'07, p.50, 2007.

]. D. Cha90 and . Chapman, Instruction and Action, 1990.

D. [. Cheal and . Lyon, Central and peripheral precuing of forced-choice discrimination, In: Q. J. Exp. Psychol, vol.434, pp.859-880, 1991.

]. Che+03, X. Chen, X. Xie, W. Fan, H. Ma et al., A visual attention model for adapting images on small displays, Multimedia Syst. 9, pp.353-364, 2003.

R. [. Chung, D. M. Li, and . Levi, Crowding between first-and secondorder letter stimuli in normal foveal and peripheral vision, In: J. Vision, vol.7, issue.2, pp.1-13, 2007.

J. , C. , and N. Ferrier, Control of visual attention in mobile robots, Proceedings 1989 International Conference on Robotics and Automation, 1989.

]. R. Com03 and . Compton, The Interface Between Emotion and Attention: A Review of Evidence from Psychology and Neuroscience, Behav. Cogn. Neurosci. Rev, vol.2, issue.2, pp.115-129, 2003.

]. B. Cor+02, M. Corneil, D. P. Van-wanrooij, A. J. Munoz, and . Van-opstal, Auditory- Visual Interactions Subserving Goal-Directed Saccades in a Complex Scene, J. Neurophysiol, vol.88, issue.129, pp.438-454, 2002.

]. A. Cou+12, N. Coutrot, G. Guyader, A. Ionescu, and . Caplier, Influence of soundtrack on eye movements during video exploration, In: J. Eye Mov. Res, vol.54, issue.129, pp.1-10, 2012.

H. [. Crouzet, S. J. Kirchner, and . Thorpe, Fast saccades toward faces: Face detection in just 100 ms, Journal of Vision, vol.10, issue.4, pp.16-17, 2010.
DOI : 10.1167/10.4.16

S. Culhane and J. Tsotsos, A prototype for data-driven visual attention, [1992] Proceedings. 11th IAPR International Conference on Pattern Recognition, pp.36-40, 1992.
DOI : 10.1109/ICPR.1992.201502

K. [. Curby, A. Johnson, and . Tyson, Face to face with emotion: Holistic face processing is modulated by emotional state, Cognition & Emotion, vol.16, issue.1, pp.1-10, 2011.
DOI : 10.3758/BF03206440

]. C. Cur+90, K. R. Curcio, R. E. Sloan, A. E. Kalina, and . Hendrickson, Human photoreceptor topography, J. Comp. Neurol, pp.497-523, 1990.

W. [. Deubel and . Schneider, Saccade target selection and object recognition: Evidence for a common attentional mechanism, Vision Research, vol.36, issue.12, pp.1827-1837, 1996.
DOI : 10.1016/0042-6989(95)00294-4

D. Dong and J. Atick, Statistics of natural time-varying images, Network: Computation in Neural Systems, vol.6, issue.3, pp.345-358, 1995.
DOI : 10.1088/0954-898X_6_3_003

]. M. Dor+10, T. Dorr, K. R. Martinetz, E. Gegenfurtner, and . Barth, Variability of eye movements when viewing dynamic natural scenes, J. Vision, vol.1010, issue.60, pp.1-17, 2010.

]. B. Dow+81, A. Z. Dow, R. G. Snyder, R. Vautin, and . Bauer, Magnification factor and receptive field size in foveal striate cortex of the monkey, In: Exp. Brain Res, vol.44, pp.213-228, 1981.

]. J. Dri+99, G. Driver, P. Davis, P. Ricciardelli, E. Kidd et al., Gaze perception triggers reflexive visuospatial orienting, Vis. Cogn, vol.65, pp.509-540, 1999.

]. L. Dua+11, C. Duan, H. Wu, J. Qiao, J. Gu et al., Bioinspired visual saliency detection and its application on image retargeting, Proceedings of the 18th international conference on Neural Information Processing -Volume Part I. ICONIP'11, pp.182-189, 2011.

Y. Fang, Z. Chen, W. Lin, and C. Lin, Saliency Detection in the Compressed Domain for Adaptive Image Retargeting, IEEE Transactions on Image Processing, vol.21, issue.9, pp.3888-3901, 2012.
DOI : 10.1109/TIP.2012.2199126

F. Farzin, S. M. Rivera, and D. Whitney, Spatial Resolution of Conscious Visual Perception in Infants, Psychological Science, vol.63, issue.10, pp.1502-1509, 2010.
DOI : 10.1038/89532

]. T. Faw06 and . Fawcett, An introduction to ROC analysis, Pattern Recognit. Lett, vol.278, pp.861-874, 2006.

J. [. Fletcher-watson, S. R. Findlay, V. Leekam, and . Benson, Rapid Detection of Person Information in a Naturalistic Scene, Perception, vol.14, issue.4, pp.571-583, 2008.
DOI : 10.1007/978-1-4899-5379-7

R. [. Folk, J. C. Remington, and . Johnston, Involuntary covert orienting is contingent on attentional control settings., Journal of Experimental Psychology: Human Perception and Performance, vol.18, issue.4, pp.1030-1044, 1992.
DOI : 10.1037/0096-1523.18.4.1030

R. [. Folk, J. H. Remington, and . Wright, The structure of attentional control: Contingent attentional capture by apparent motion, abrupt onset, and color., Journal of Experimental Psychology: Human Perception and Performance, vol.20, issue.2, pp.317-329, 1994.
DOI : 10.1037/0096-1523.20.2.317

B. [. Follet, O. L. Fontaine, and . Meur, New insights into ambient and focal visual fixations using an automatic classification algorithm, i-Perception, vol.2, issue.6, pp.592-610, 2011.
DOI : 10.1068/i0414

URL : https://hal.archives-ouvertes.fr/halshs-00642987

]. E. Fox+00, V. Fox, R. Lester, R. J. Russo, A. Bowles et al., Facial Expressions of Emotion: Are Angry Faces Detected More Efficiently?, In: Cognition Emotion, vol.141, pp.61-92, 2000.

R. Russo, E. Fox, and G. A. Georgiou, Anxiety modulates the degree of attentive resources required to process emotional faces, In: Cogn. Affect. Behav. Ne, vol.54, pp.396-404, 2005.

S. [. Gao, N. Han, and . Vasconcelos, Discriminant Saliency, the Detection of Suspicious Coincidences, and Applications to Visual Recognition, IEEE T. Pattern. Anal. Mach. Intell, vol.316, issue.22, pp.989-1005, 2009.

]. N. Geo+97, B. George, N. Jemel, B. Fiori, and . Renault, Face and shape repetition effects in humans: a spatio-temporal ERP study, In: NeuroReport, vol.86, pp.1417-1423, 1997.

C. [. Guo, H. Liu, and . Roebuck, I Know You are Beautiful Even without Looking at You: Discrimination of Facial Beauty in Peripheral Vision, Perception, vol.6, issue.2, pp.191-195, 2011.
DOI : 10.1068/p6849

]. K. Guo+03, R. Guo, S. Robertson, Y. Mahmoodi, M. Tadmor et al., How do monkeys view faces??a study of eye movements, In: Exp. Brain Res, vol.1503, pp.363-374, 2003.

]. K. Guo+06, S. Guo, R. G. Mahmoodi, M. P. Robertson, and . Young, Longer fixation duration while viewing face images, Brain Res, vol.1711, issue.26, pp.91-98, 2006.

F. [. Guraya and . Cheikh, Predictive visual saliency model for surveillance video, Anglais. In: EUSIPCO proceedings, p.51, 2011.

]. F. Gur+10, F. A. Guraya, A. Cheikh, Y. Tremeau, H. Tong et al., Predictive Saliency Maps for Surveillance Videos, Proceedings of the 2010 Ninth International Symposium on Distributed Computing and Applications to Business, pp.2010-51

I. [. Hadizadeh and . Bajic, Saliency-preserving video compression, 2011 IEEE International Conference on Multimedia and Expo, pp.1-6, 2011.
DOI : 10.1109/ICME.2011.6012194

B. [. Han and . Zhou, High Speed Visual Saliency Computation on GPU, 2007 IEEE International Conference on Image Processing, pp.361-364, 2007.
DOI : 10.1109/ICIP.2007.4378966

J. Harel, C. Koch, and P. Perona, Graph-based visual saliency, Advances in Neural Information Processing Systems, pp.545-552, 2007.

]. U. Has+02, I. Hasson, M. Levy, T. Behrmann, R. Hendler et al., Eccentricity bias as an organizing principle for human high-order object areas, In: Neuron, vol.343, pp.479-490, 2002.

J. J. Heisz and D. I. Shore, More efficient scanning for familiar faces, Journal of Vision, vol.8, issue.1, pp.1-10, 2010.
DOI : 10.1167/8.1.9

J. M. Henderson, Regarding Scenes, Current Directions in Psychological Science, vol.113, issue.4, pp.219-222, 2007.
DOI : 10.1007/978-1-4899-5379-7

J. M. Henderson and A. Hollingworth, HIGH-LEVEL SCENE PERCEPTION, Annual Review of Psychology, vol.50, issue.1, pp.243-271, 1999.
DOI : 10.1146/annurev.psych.50.1.243

O. Hershler and S. Hochstein, At first sight: A high-level pop out effect for faces, Vision Research, vol.45, issue.13, pp.1707-1724, 2005.
DOI : 10.1016/j.visres.2004.12.021

O. Hershler and S. Hochstein, With a careful look: Still no low-level confound to face pop-out, Vision Research, vol.46, issue.18, pp.3028-3035, 2006.
DOI : 10.1016/j.visres.2006.03.023

]. O. Her+10, T. Hershler, S. Golan, S. Bentin, and . Hochstein, The wide window of face detection, In: J. Vision, vol.1010, pp.21-35, 2010.

A. [. Hill and . Johnston, Categorizing sex and identity from the biological motion of faces, Current Biology, vol.11, issue.11, pp.880-885, 2001.
DOI : 10.1016/S0960-9822(01)00243-3

]. S. Hil+10, G. Hillaire, N. Breton, R. Ouarti, A. Cozot et al., Using a Visual Attention Model to Improve Gaze Tracking Systems in Interactive 3D Applications, Computer Graphics Forum, vol.296, pp.1830-1841, 2010.

A. [. Hills, J. M. Sullivan, and . Pake, Aberrant first fixations when looking at inverted faces in various poses: The result of the centre-of-gravity effect?, British Journal of Psychology, vol.81, issue.8, pp.520-538, 2012.
DOI : 10.1111/j.2044-8295.2011.02091.x

C. C. Ho, W. H. Cheng, T. J. Pan, and J. L. Wu, A user-attention based focus detection framework and its applications, Information, Communications and Signal Processing, 2003 and Fourth Pacific Rim Conference on Multimedia. Proceedings of the 2003 Joint Conference of the Fourth International Conference on, pp.1315-1319, 2003.

N. [. Ho-phuoc, A. Guyader, and . Guérin-dugué, A Functional and Statistical Bottom-Up Saliency Model to Reveal the Relative Contributions of Low-Level Visual Guiding Factors, Cognitive Computation, vol.9, issue.13, pp.344-359, 2010.
DOI : 10.1007/s12559-010-9078-8

URL : https://hal.archives-ouvertes.fr/hal-00537113

]. J. Hof98 and . Hoffman, Visual attention and eye movements, Attention. Ed. by HEditor Pashler, vol.31, pp.119-153, 1992.

B. [. Hoffman and . Subramaniam, The role of visual attention in saccadic eye movements, Perception & Psychophysics, vol.246, issue.6, pp.787-795, 1995.
DOI : 10.3758/BF03206794

S. [. Houzet, A. Huet, and . Rahman, SysCellC: a data-flow programming model on multi-GPU, Procedia Computer Science, vol.1, issue.1, pp.1029-1038, 2010.
DOI : 10.1016/j.procs.2010.04.115

URL : https://hal.archives-ouvertes.fr/hal-00497792

J. H. Hsiao and G. Cottrell, Two Fixations Suffice in Face Recognition, Psychological Science, vol.12, issue.10, pp.998-1006, 2008.
DOI : 10.1111/j.1467-9280.2008.02191.x

]. L. Itt05 and . Itti, Quantifying the contribution of low-level saliency to human eye movements in dynamic scenes, Vis. Cogn, vol.126, pp.1093-1123, 2005.

C. [. Itti, E. Koch, and . Niebur, A model of saliency-based visual attention for rapid scene analysis, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.20, issue.11, pp.1254-1259, 1998.
DOI : 10.1109/34.730558

B. [. Jacques and . Rossion, Concurrent processing reveals competition between visual representations of faces, NeuroReport, vol.15, issue.15, pp.2417-2421, 2004.
DOI : 10.1097/00001756-200410250-00023

B. [. Jacques and . Rossion, The time course of visual competition to the presentation of centrally fixated faces, Journal of Vision, vol.6, issue.2, pp.154-162, 2006.
DOI : 10.1167/6.2.6

]. N. Jeb+09, D. Jebara, P. Pins, M. Despretz, and . Boucart, Face or building superiority in peripheral vision reversed by task requirements, In: Advances in Cognitive Psychology, vol.5, pp.42-53, 2009.

]. D. Jef96 and . Jeffreys, Evoked Potential Studies of Face and Object Processing, Vis. Cogn, vol.31, issue.129, pp.1-38, 1996.

X. [. Jiang and . Qin, Keyframe-Based Video Summary Using Visual Attention Clues, IEEE Multimedia, vol.172, issue.105, pp.64-73, 2010.

R. [. Johnson and . Gurnsey, Size scaling compensates for sensitivity loss produced by a simulated central scotoma in a shape-from-texture task, Journal of Vision, vol.10, issue.12, pp.1-16, 2010.
DOI : 10.1167/10.12.18

D. [. Johnson and . Mareschal, Cognitive and perceptual development during infancy, Current Opinion in Neurobiology, vol.11, issue.2, pp.213-218, 2001.
DOI : 10.1016/S0959-4388(00)00199-9

H. [. Johnston, N. Hill, and . Carman, Recognising faces: effects of lighting direction, inversion, and brightness reversal, In: Perception, vol.213, pp.365-375, 1992.

]. T. Jos+05, N. Jost, R. Ouerhani, R. Von-wartburg, H. Muri et al., Assessing the contribution of color in visual attention, Computer Vision and Image Understanding, vol.1001, issue.2, pp.107-123, 2005.

]. T. Jud+09, K. Judd, F. Ehinger, A. Durand, and . Torralba, Learning to predict where humans look, Computer Vision IEEE 12th International Conference on, pp.2106-2113, 2009.

M. A. Just and P. A. Carpenter, Eye fixations and cognitive processes, Cognitive Psychology, vol.8, issue.4, pp.441-480, 1976.
DOI : 10.1016/0010-0285(76)90015-3

]. C. Kan+09, M. H. Kanan, L. Tong, G. W. Zhang, and . Cottrell, SUN: Top-down saliency using natural statistics, Vis. Cogn, vol.17, pp.979-1003, 2009.

G. [. Kanwisher, The fusiform face area: a cortical region specialized for the perception of faces, Philosophical Transactions of the Royal Society B: Biological Sciences, vol.15, issue.11, pp.1476-2109, 2006.
DOI : 10.1016/j.cub.2005.04.031

L. [. Kastner and . Ungerleider, The neural basis of biased competition in human visual cortex, Neuropsychologia, vol.39, issue.12, pp.1263-1276, 2001.
DOI : 10.1016/S0028-3932(01)00116-6

]. B. Kna03 and . Knappmeyer, The use of facial motion and facial form during the processing of identity, Vision Res, vol.4318, pp.1921-1936, 2003.

S. [. Koch and . Ullman, Shifts in Selective Visual Attention: Towards the Underlying Neural Circuitry, In: Hum. Neurobiol, vol.4, issue.8, pp.219-227, 1985.
DOI : 10.1007/978-94-009-3833-5_5

]. J. Kuc11 and . Kucerova, Saliency map augmentation with facial detection, p.50, 2011.

V. [. Langton and . Bruce, Reflexive Visual Orienting in Response to the Social Attention of Others, Visual Cognition, vol.55, issue.5, pp.541-567, 1999.
DOI : 10.1037/h0027474

G. [. Lansing and . Mcconkie, Word identification and eye fixation locations in visual and visual-plus-auditory presentations of spoken sentences, Perception & Psychophysics, vol.26, issue.3, pp.536-552, 2003.
DOI : 10.3758/BF03194581

T. [. Lavie, C. Ro, and . Russell, The Role of Perceptual Load in Processing Distractor Faces, Psychological Science, vol.50, issue.5, pp.510-515, 2003.
DOI : 10.1037//0096-1523.12.3.259

[. Meur, P. L. Callet, and D. Barba, Predicting visual fixations on video based on low-level visual features, Vision Res, vol.4719, issue.58, pp.2483-2498, 2007.
URL : https://hal.archives-ouvertes.fr/hal-00287424

[. Meur, P. L. Callet, D. Barba, and D. Thoreau, A coherent computational approach to model bottom-up visual attention, IEEE T. Pattern. Anal. Mach. Intell, vol.285, issue.22, pp.802-817, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00669578

[. Meur, A. Ninassi, P. L. Callet, and D. Barba, Overt visual attention for free-viewing and quality assessment tasks, Signal Process, pp.547-558, 2010.
URL : https://hal.archives-ouvertes.fr/hal-00494466

S. [. Levi, A. P. Klein, and . Aitsebaomo, Vernier acuity, crowding and cortical magnification, Vision Research, vol.25, issue.7, pp.963-977, 1985.
DOI : 10.1016/0042-6989(85)90207-X

]. I. Lev+01, U. Levy, G. Hasson, T. Avidan, R. Hendler et al., Center-periphery organization of human object areas, In: Nat. Neurosci, vol.45, pp.533-539, 2001.

K. [. Li and . Ngan, Saliency model-based face segmentation and tracking in head-and-shoulder video sequences, Journal of Visual Communication and Image Representation, vol.19, issue.5, pp.320-333, 2008.
DOI : 10.1016/j.jvcir.2008.04.001

]. H. Liu+09, Y. Liu, J. R. Agam, G. Madsen, and . Kreiman, Timing, timing, timing: fast decoding of object information from intracranial field potentials in human visual cortex, In: Neuron, vol.622, pp.281-290, 2009.

J. Liu, A. Harris, and N. Kanwisher, Stages of processing in face perception: an MEG study, Nature Neuroscience, vol.5, issue.9, pp.910-916, 2002.
DOI : 10.1038/nn909

Z. Liu, H. Yan, L. Shen, K. N. Ngan, and Z. Zhang, Adaptive image retargeting using saliency-based continuous seam carving, In: Opt. Eng, vol.491, pp.1-10, 2010.

]. T. Lu+10, Z. Lu, Y. Yuan, D. Huang, H. Wu et al., Video retargeting with nonlinear spatial-temporal saliency, IEEE Int. Conf. on Image Process, 2010.

L. [. Ma and . Zhang, Saliency-Based Image Quality Assessment Criterion, Lecture Notes in Computer Science, vol.5226, pp.1124-1133, 2008.
DOI : 10.1007/978-3-540-87442-3_139

]. Y. Ma+05, X. S. Ma, L. Hua, H. J. Lu, and . Zhang, A generic framework of user attention model and its application in video summarization, pp.907-919, 2005.

I. [. Malach, U. Levy, and . Hasson, The topography of high-order human object areas, Trends in Cognitive Sciences, vol.6, issue.4, pp.176-184, 2002.
DOI : 10.1016/S1364-6613(02)01870-3

]. S. Mar10 and . Marat, Modèles de saillance visuelle par fusion d'informations sur la luminance, le mouvement et les visages pour la prédiction de mouvements oculaires lors de l'exploration de vidéos, 2010.

N. [. Marat, D. Guyader, and . Pellerin, Recent advances in signal processing Chap. Gaze prediction improvement by adding a face feature to a saliency model, Tech, pp.195-210, 2009.

]. S. Mar+13, A. Marat, D. Rahman, N. Pellerin, D. Guyader et al., Improving visual saliency by adding 'face feature map' and 'center bias, In: Cogn. Comput, vol.51, pp.63-75, 2013.

]. S. Mar+09, T. H. Marat, L. Phuoc, N. Granjon, D. Guyader et al., Modelling Spatio-Temporal Saliency to Predict Gaze Direction for Short Videos, Int. J. Comput. Vision, vol.82, issue.124, pp.231-243, 2009.

]. G. Mcc+88, P. W. Mcconkie, M. D. Kerr, D. Reddix, and . Zola, Eye movement control during reading: I. The location of initial eye fixations on words, Vision Res, vol.2810, pp.1107-1118, 1988.

V. [. Mcpeek, K. Maljkovic, and . Nakayama, Saccades require focal attention and are facilitated by a short-term memory system, Vision Research, vol.39, issue.8, pp.1555-1566, 1999.
DOI : 10.1016/S0042-6989(98)00228-4

A. Mechelli, C. J. Price, K. J. Friston, and A. Ishai, Where Bottom-up Meets Top-down: Neuronal Interactions during Perception and Imagery, Cerebral Cortex, vol.14, issue.11, pp.1256-65, 2004.
DOI : 10.1093/cercor/bhh087

]. D. Mel+00, H. T. Melmoth, P. K. Kukkonen, J. M. Mäkelä, and . Rovamo, The effect of contrast and size scaling on face perception in foveal and extrafoveal vision, In: Investigative Ophthalmology & Visual Science, vol.413, pp.948-954, 2000.

S. [. Milanese, T. Gil, and . Pun, Attentive mechanisms for dynamic and static scene analysis, Optical Engineering, vol.34, issue.8, pp.2428-2434, 1995.
DOI : 10.1117/12.205668

P. [. Miller, C. G. Gochin, and . Gross, Suppression of visual responses of neurons in inferior temporal cortex of the awake macaque by addition of a second stimulus, Brain Research, vol.616, issue.1-2, pp.1-2, 1993.
DOI : 10.1016/0006-8993(93)90187-R

M. [. Milner and . Goodale, The visual brain in action. Oxford psychology series, p.55, 2006.

P. K. Mital, T. J. Smith, R. L. Hill, and J. M. Henderson, Clustering of Gaze During Dynamic Scene Viewing is Predicted by Motion, Cognitive Computation, vol.110, issue.2, pp.5-24, 2010.
DOI : 10.1007/s12559-010-9074-z

B. [. Mogg and . Bradley, Orienting of Attention to Threatening Facial Expressions Presented under Conditions of Restricted Awareness, Cognition & Emotion, vol.25, issue.6, pp.713-740, 1999.
DOI : 10.1037/0033-2909.120.1.3

J. [. Müller and . Findlay, The effect of visual attention of peripheral discrimination thresholds in single and multiple element displays, Acta Psychologica, vol.69, issue.2, pp.129-155, 1988.
DOI : 10.1016/0001-6918(88)90003-0

P. [. Müller and . Rabbitt, Reflexive and voluntary orienting of visual attention: Time course of activation and resistance to interruption., Journal of Experimental Psychology: Human Perception and Performance, vol.15, issue.2, pp.315-330, 1989.
DOI : 10.1037/0096-1523.15.2.315

A. Munshi, The OpenCL Specification. 1.2. Khronos OpenCL Working Group, p.69

L. [. Noton and . Stark, Scanpaths in Eye Movements during Pattern Perception, Science, vol.171, issue.3968, pp.308-311, 1971.
DOI : 10.1126/science.171.3968.308

P. [. Odobez and . Bouthemy, Robust Multiresolution Estimation of Parametric Motion Models, Journal of Visual Communication and Image Representation, vol.6, issue.4, pp.348-365, 1995.
DOI : 10.1006/jvci.1995.1029

D. [. Öhman, F. Lundqvist, and . Esteves, The face in the crowd revisited: a threat advantage with schematic stimuli, J. Pers. Soc. Psychol, vol.803, pp.381-96, 2001.

C. [. Olshausen, D. C. Anderson, and . Van-essen, A neural model of visual attention and invariant pattern recognition, J. Neurosci, vol.13, pp.4700-4719, 1993.

D. [. Oram and . Perrett, Time course of neural responses discriminating different views of the face and head, In: J. Neurophysiol, vol.681, pp.70-84, 1992.

H. [. Ouerhani and . Hügli, Real-time visual attention on a massively parallel SIMD architecture, Real-Time Imaging, vol.9, issue.3, pp.189-196, 2003.
DOI : 10.1016/S1077-2014(03)00036-6

]. S. Pal99 and . Palmer, Vision Science: Photons to Phenomenology, 1999.

C. L. Paras, J. A. Yamashita, M. L. Simas, and M. A. Webster, Face perception and configural uncertainty in peripheral vision, Journal of Vision, vol.3, issue.9, pp.822-836, 2003.
DOI : 10.1167/3.9.822

K. [. Parkhurst, E. Law, and . Niebur, Modeling the role of salience in the allocation of overt visual attention, Vision Research, vol.42, issue.1, pp.107-123, 2002.
DOI : 10.1016/S0042-6989(01)00250-4

E. [. Parkhurst and . Niebur, Texture contrast attracts overt visual attention in natural scenes, European Journal of Neuroscience, vol.75, issue.3, pp.783-789, 2004.
DOI : 10.1038/75804

M. [. Pelli, N. J. Palomares, and . Majaj, Crowding is unlike ordinary masking: Distinguishing feature integration from detection, Journal of Vision, vol.4, issue.12, pp.1136-1169, 2004.
DOI : 10.1167/4.12.12

L. [. Peters and . Itti, Applying computational tools to predict gaze direction in interactive visual environments, ACM Transactions on Applied Perception, vol.5, issue.2, pp.1-9, 2008.
DOI : 10.1145/1279920.1279923

]. R. Pet+05, A. Peters, L. Iyer, . Itti, and C. Koch, Components of bottom-up gaze allocation in natural images, Vision Res, vol.45, pp.2397-2416, 2005.

]. P. Phi+00, H. Phillips, S. A. Moon, P. J. Rizvi, and . Rauss, The FERET evaluation methodology for face-recognition algorithms, IEEE T. Pattern. Anal. Mach. Intell, vol.2210, issue.129, pp.1090-1104, 2000.

]. A. Pic+07, G. Picot, F. Bailly, S. Elisei, and . Raidt, Scrutinizing natural scenes: controlling the gaze of an embodied conversational agent, Proceedings of the 7th international conference on Intelligent Virtual Agents. IVA '07, pp.272-282, 2007.

X. [. Pitsianis and . Sun, Fast Extraction of Feature Salience Maps for Rapid Video Data Analysis, Proceedings of the 2010 High Performance Embedded Computing, pp.2010-70

L. [. Privitera and . Stark, Algorithms for defining visual regions-of-interest: comparison with eye fixations, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.22, issue.9, pp.970-982, 2000.
DOI : 10.1109/34.877520

. [. Qi, X. Song, and G. Shi, LDA based color information fusion for visual objects tracking, IEEE Int. Conf. on Image Process, pp.2201-2204, 2009.

D. [. Rahman, D. Houzet, and . Pellerin, Visual Saliency Model on Multi-GPU, pp.451-472, 2011.
DOI : 10.1016/B978-0-12-384988-5.00030-9

URL : https://hal.archives-ouvertes.fr/hal-00595901

D. [. Rahman, D. Pellerin, and . Houzet, Face perception: Influence of location and number in videos, 2012 13th International Workshop on Image Analysis for Multimedia Interactive Services, pp.1-4, 2012.
DOI : 10.1109/WIAMIS.2012.6226779

URL : https://hal.archives-ouvertes.fr/hal-00703791

]. A. Rah+10, D. Rahman, D. Houzet, L. Pellerin, and . Agud, GPU implementation of motion estimation for visual saliency, Proceedings of the Conference on Design and Architectures for Signal and Image Processing, 2010.

]. A. Rah+11a, D. Rahman, D. Houzet, S. Pellerin, N. Marat et al., Parallel implementation of a spatio-temporal visual saliency model, Journal of Real-Time Image Processing, vol.61, pp.3-14, 2011.

]. A. Rah+11b, G. Rahman, D. Song, D. Pellerin, and . Houzet, Spatio-temporal fusion of visual attention model, Proc. European Signal Processing Conference (EUSIPCO), pp.2029-2033, 2011.

A. [. Rajashekar, L. K. Bovik, and . Cormack, Visual search in noise: Revealing the influence of structural cues by gaze-contingent classification image analysis, Journal of Vision, vol.6, issue.4, pp.379-386, 2006.
DOI : 10.1167/6.4.7

]. U. Raj+08, I. Rajashekar, A. C. Van-der-linde, L. K. Bovik, and . Cormack, GAFFE: A Gaze-Attentive Fixation Finding Engine, IEEE Trans. Image Process, vol.174, pp.564-573, 2008.

Y. [. Rapantzikos, S. Avrithis, and . Kollias, Dense saliency-based spatiotemporal feature points for action recognition, 2009 IEEE Conference on Computer Vision and Pattern Recognition, pp.1454-1461, 2009.
DOI : 10.1109/CVPR.2009.5206525

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=

]. K. Ray98 and . Rayner, Eye movements in reading and information processing: 20 years of research, In: Psychol. Bull, vol.1243, pp.372-422, 1998.

L. [. Reddy, C. Reddy, and . Koch, Face identification in the near-absence of focal attention, Vision Research, vol.46, issue.15, pp.2336-2343, 2006.
DOI : 10.1016/j.visres.2006.01.020

P. [. Renninger, J. Verghese, and . Coughlan, Where to look next? Eye movements reduce local uncertainty, Journal of Vision, vol.7, issue.3, pp.1-17, 2007.
DOI : 10.1167/7.3.6

URL : http://doi.org/10.1167/7.3.6

]. S. Rig+11, F. D. Rigoulot, S. Hondt, P. Defoort-dhellemmes, J. Despretz et al., Fearful faces impact in peripheral vision: behavioral and neural evidence, In: Neuropsychologia, vol.497, pp.2013-2021, 2011.

T. Ro, C. Russell, and N. Lavie, Changing Faces: A Detection Advantage in the Flicker Paradigm, Psychological Science, vol.81, issue.1, pp.94-99, 2001.
DOI : 10.1111/1467-9280.00071

M. [. Rolls and . Tovee, The responses of single neurons in the temporal visual cortical areas of the macaque when more than one stimulus is present in the receptive field, Experimental Brain Research, vol.103, issue.3, pp.409-420, 1995.
DOI : 10.1007/BF00241500

]. B. Ros+00, I. Rossion, M. J. Gauthier, P. Tarr, R. Despland et al., The N170 occipito-temporal component is delayed and enhanced to inverted faces but not to inverted objects: an electrophysiological account of face-specific processes in the human brain, In: Neuroreport, vol.111, issue.23, pp.69-74, 2000.

[. Rousselet, M. J. Macé, and M. Fabre-thorpe, Is it an animal? Is it a human face? Fast processing in upright and inverted natural scenes, Journal of Vision, vol.3, issue.6, pp.440-55, 2003.
DOI : 10.1167/3.6.5

]. G. Rou+05, J. S. Rousselet, P. J. Husk, A. B. Bennett, and . Sekuler, 200 ms of controversies: A high-density ERP study of face processing, In: J. Vision, vol.58, pp.819-833, 2005.

]. U. Rut+04, D. Rutishauser, C. Walther, P. Koch, and . Perona, Is bottom-up attention useful for object recognition? In: Computer Vision and Pattern Recognition, Proceedings of the 2004 IEEE Computer Society Conference on, pp.37-44, 2004.

R. [. Schauerte and . Stiefelhagen, Predicting human gaze using quaternion DCT image signature saliency and face detection, 2012 IEEE Workshop on the Applications of Computer Vision (WACV), pp.137-144, 2012.
DOI : 10.1109/WACV.2012.6163035

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=

P. [. Seo and . Milanfar, Visual saliency for automatic target detection, boundary detection, and image quality assessment, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing, pp.5578-5581, 2010.
DOI : 10.1109/ICASSP.2010.5495239

F. [. Sharma, J. Y. Cheikh, and . Hardeberg, Face saliency in various human visual saliency models, 2009 Proceedings of 6th International Symposium on Image and Signal Processing and Analysis, pp.327-332, 2009.
DOI : 10.1109/ISPA.2009.5297732

F. [. Sharma, J. Y. Cheikh, and . Hardeberg, Saliency Map for Human Gaze Prediction in Images, Sixteenth Color Imaging Conference: Color Science and Engineering Systems, Technologies, and Applications, p.50, 2008.

J. [. Shepherd, R. J. Findlay, and . Hockey, The relationship between eye movements and spatial attention, The Quarterly Journal of Experimental Psychology Section A, vol.32, issue.3, pp.475-491, 1986.
DOI : 10.3758/BF03202407

M. Shepherd and H. J. Müller, Movement versus focusing of visual attention, Perception & Psychophysics, vol.9, issue.2, pp.146-154, 1989.
DOI : 10.3758/BF03204974

D. [. Song, L. Pellerin, and . Granjon, How different kinds of sound in videos can influence gaze, 2012 13th International Workshop on Image Analysis for Multimedia Interactive Services, pp.1-4, 2012.
DOI : 10.1109/WIAMIS.2012.6226776

URL : https://hal.archives-ouvertes.fr/hal-00734135

G. Song, D. Pellerin, and L. Granjon, Sound effect on visual gaze when looking at videos, 19th European Signal Processing Conference, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00629263

L. [. Still, A. Thibos, and . Bradley, Peripheral image quality is almost as good as central image quality, In: Invest. Ophth. Vis. Sci, vol.30, pp.52-66, 1989.

Y. [. Sugano, Y. Matsushita, and . Sato, Appearance-Based Gaze Estimation Using Visual Saliency, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.35, issue.2, pp.99-100, 2012.
DOI : 10.1109/TPAMI.2012.101

]. C. Sum+06, T. Summerfield, M. Egner, E. Greene, J. Koechlin et al., Predictive codes for forthcoming perception in the frontal cortex, In: Science, vol.3145803, issue.26, pp.1311-1315, 2006.

]. B. Tat07 and . Tatler, The central fixation bias in scene viewing: selecting an optimal viewing position independently of motor biases and image feature distributions, In: J. Vision, vol.714, pp.4-5, 2007.

R. [. Tatler, I. D. Baddeley, and . Gilchrist, Visual correlates of fixation selection: effects of scale and time, Vision Research, vol.45, issue.5, pp.643-659, 2005.
DOI : 10.1016/j.visres.2004.09.017

J. Taubert, Chimpanzee Faces are ???Special??? to Humans, Perception, vol.16, issue.9, pp.343-356, 2009.
DOI : 10.1068/p6254

J. Theeuwes, Perceptual selectivity is task dependent: Evidence from selective search, Acta Psychologica, vol.74, issue.1, pp.81-99, 1990.
DOI : 10.1016/0001-6918(90)90036-F

]. J. The94 and . Theeuwes, Stimulus-driven capture and attentional set: selective search for color and visual abrupt onsets, In: J. Exp. Psychol. Human, vol.204, pp.799-806, 1994.

]. S. Tho+01, K. R. Thorpe, M. Gegenfurtner, H. H. Fabre-thorpe, and . Bülthoff, Detection of animals in natural images using far peripheral vision, In: Eur. J. Neurosci, vol.145, pp.869-876, 2001.

M. [. Tomalski, G. Johnson, and . Csibra, Temporal-nasal asymmetry of rapid orienting to face-like stimuli, NeuroReport, vol.20, issue.15, pp.1309-1312, 2009.
DOI : 10.1097/WNR.0b013e32832f0acd

]. Y. Ton+10, H. Tong, F. A. Konik, A. Cheikh, and . Trémeau, Full Reference Image Quality Assessment Based on Saliency Map Analysis, Anglais. In: J. Imaging Sci. Technol, vol.543, issue.11 50, pp.1062-3701, 2010.

]. A. Tor+06, A. Torralba, M. S. Oliva, J. M. Castelhano, and . Henderson, Contextual guidance of eye movements and attention in real-world scenes: the role of global features in object search, In: Psychol. Rev, vol.1134, issue.9, pp.766-786, 2006.

G. [. Treisman and . Gelade, A feature-integration theory of attention, Cognitive Psychology, vol.12, issue.1, pp.97-136, 1980.
DOI : 10.1016/0010-0285(80)90005-5

K. [. Tsapatsoulis, C. Rapantzikos, and . Pattichis, AN EMBEDDED SALIENCY MAP ESTIMATOR SCHEME: APPLICATION TO VIDEO ENCODING, International Journal of Neural Systems, vol.17, issue.04, pp.289-304, 2007.
DOI : 10.1142/S0129065707001147

]. P. Tse+09, R. Tseng, I. G. Carmi, D. P. Cameron, L. Munoz et al., Quantifying center bias of observers in free viewing of dynamic natural scenes, In: J. Vision, vol.97, pp.1-16, 2009.

]. J. Tso+95, S. M. Tsotsos, W. Y. Culhane, Y. Wai, N. Lai et al., Modeling Visual Attention via Selective Tuning, Artif. Intell, vol.78, pp.507-545, 1995.

M. L. Võ, T. J. Smith, P. K. Mital, and J. M. Henderson, Do the eyes really have it? Dynamic allocation of attention when viewing moving faces, Journal of Vision, vol.12, issue.13, pp.1-14, 2012.
DOI : 10.1167/12.13.3

J. [. Van-rullen, A. Gautrais, S. Delorme, and . Thorpe, Face processing using one spike per neurone, Biosystems, vol.48, issue.1-3, pp.229-239, 1998.
DOI : 10.1016/S0303-2647(98)00070-7

]. B. Vel02 and . Velichkovsky, Heterarchy of cognition: the depths and the highs of a framework for memory research, In: Memory Hove England, vol.10, pp.5-6, 2002.

P. Viola and M. J. Jones, Robust Real-Time Face Detection, International Journal of Computer Vision, vol.57, issue.2, pp.137-154, 2004.
DOI : 10.1023/B:VISI.0000013087.49260.fb

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=

V. Virsu and J. Rovamo, Visual resolution, contrast sensitivity, and the cortical magnification factor, Experimental Brain Research, vol.37, issue.3, pp.475-494, 1979.
DOI : 10.1007/BF00236818

]. P. Viv90 and . Viviani, Eye movements and their role in visual and cognitive processes, In: ed. by E. Kowler. Elsevier Science, vol.8, 1990.

]. P. Vui00 and . Vuilleumier, Faces call for attention: evidence from patients with visual extinction, Neuropsychologia, vol.385, pp.693-700, 2000.

Y. [. Wang, Z. Wang, and . Zhang, Face Detection in Videos Using Skin Color Segmentation and Saliency Model, 2010 Chinese Conference on Pattern Recognition (CCPR), p.2010
DOI : 10.1109/CCPR.2010.5659151

[. Wang and M. Pomplun, The attraction of visual attention to texts in real-world scenes, Journal of Vision, vol.12, issue.6, pp.1-17, 2012.
DOI : 10.1167/12.6.26

Z. Wang and A. C. Bovik, A universal image quality index, IEEE Signal Processing Letters, vol.9, issue.3, pp.81-84, 2002.
DOI : 10.1109/97.995823

G. [. Wolfe and . Gancarz, Guided Search 3.0, pp.189-192, 1997.
DOI : 10.1007/978-94-011-5698-1_30

T. [. Wolfe and . Horowitz, Opinion: What attributes guide the deployment of visual attention and how do they do it?, Nature Reviews Neuroscience, vol.59, issue.4, pp.1-7, 2004.
DOI : 10.1080/02724980143000659

[. Xiao, C. Xu, and Y. Rui, Video based 3D reconstruction using spatiotemporal attention analysis, Proc. IEEE Int. Conf. on Multimedia and Expo, pp.1091-1096, 2010.

]. T. Xu+09, T. Xu, K. Pototschnig, M. Kuhnlenz, and . Buss, A high-speed multi-GPU implementation of bottom-up attention using CUDA, Proceedings of the IEEE International Conference on Robotics and Automation. Ieee, pp.41-47, 2009.

J. [. Yantis and . Jonides, Attentional capture by abrupt onsets: New perceptual objects or visual masking?, Journal of Experimental Psychology: Human Perception and Performance, vol.22, issue.6, pp.1505-1513, 1996.
DOI : 10.1037/0096-1523.22.6.1505

]. V. Yan+11, J. B. Yanulevskaya, F. Marsman, J. Cornelissen, and . Geusebroek, An Image Statistics-Based Model for Fixation Prediction, In: Cogn. Comput, vol.31, pp.94-104, 2011.

]. A. Yar67 and . Yarbus, Eye movements and vision, EnglishEditor Trans By L A Riggs, vol.chapter, p.222, 1967.

]. R. Yin69 and . Yin, Looking at upside-down faces., Journal of Experimental Psychology, vol.81, issue.1, pp.141-145, 1969.
DOI : 10.1037/h0027474

L. [. Young, . Van, and . Vliet, Recursive implementation of the Gaussian filter, Signal Process, pp.139-151, 1995.
DOI : 10.1016/0165-1684(95)00020-E

]. L. Zha+08, M. H. Zhang, T. K. Tong, H. Marks, G. W. Shan et al., SUN: a bayesian framework for saliency using natural statistics, In: J. Vision, vol.87, pp.1-20, 2008.

C. [. Zhao and . Koch, Learning a saliency map using fixated locations in natural scenes, Journal of Vision, vol.11, issue.3, pp.1-15, 2011.
DOI : 10.1167/11.3.9