Abstract
Infants gradually learn to predict the motion of moving targets and change from a strategy that mainly depends on saccades to one that depends on anticipatory control of smooth pursuit. A model is described that combines three types of mechanisms for gaze control that develops in a way similar to infants. Initially, gaze control is purely reactive, but as the anticipatory models become more accurate, the gain of the pursuit will increase and lead to a larger fraction of smooth eye movements. Finally, a third system learns to predict changes in target motion, which will lead to fast retuning of the parameters in the anticipatory model.
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Aguiar A, Baillargeon R (1999) 2.5-month-old infant’s reasoning about when objects should and should not be occluded. Cognit Psychol 39(2):116–157
Balkenius C, Kopp L (1996) Visual tracking and target selection for mobile robots. In: Jörg K-W (eds) Proceedings of the first euromicro workshop on advanced mobile robots (EUROBOT ’96). IEEE Computer Society Press, Los Alamitos, pp 166–171
Balkenius C, Winberg S (2004) Cognitive modeling with context sensitive reinforcement learning. In: Proceedings of AILS ’04, Department of Computer Science, Lund
Balkenius C, Eriksson AP, Åström K (2004) Learning in visual attention. In: Proceedings of LAVS ’04. St Catharine’s College, Cambridge, UK
Barnes GR, Donelan SF (1999) The remembered pursuit task: evidence for segregation of timing and velocity stoarge in predictive oculomotor saccades. Exp Brain Res 129:57–67
Dayton GO, Jones MH (1964) Analysis of characteristics of the fixation reflex in infants by use of direct current electro-oculograpy. Neurology 14:1152–1156
Deno DC, Crandall WF, Sherman K, Keller EL (1995) Characterization of prediction in the primate visual smooth pursuit system. BioSystems 34:107–128
Doya K, Sugimoto N, Wolpert D, Kawato M (2003) Selecting optimal behaviors based on context. In: International symposium on emergent mechanisms of communication
Fukushima K, Yamanobe T, Shinmei Y, Fukushima J (2002) Predictive responses of periarcuate pursuit neurons to visual target motion. Exp Brain Res 145:104–120
Haith MM, Hazan C, Goodman GS (1988) Expectation and anticipation of dynamic visual events by 3.5-month-old babies. Child Dev 59:467–479
Huang H-P, Lin F-Y (2004) On-line adaptive switching control for open-loop stable and integrating processes. In: Proceedings of the 2004 IEEE international conference on control applications, Taipei
Itti L, Koch C, Niebur E (1998) A model of saliency-based visual attention for rapid scene analysis. IEEE Trans Pattern Anal Mach Intell 20:1254–1259
Jonsson B, von Hofsten C (2003) Infants-ability to track and reach for temporarly occluded objects. Dev Sci 6:88–101
Lengyel D, Weinacht W, Charlier J, Gottlob I (1998). The development of visual pursuit during the first months of life. Graefe’s Arch Clin Exp Ophtamol 236:440–444
McCoy AN, Platt ML (2005) Expectations and outcomes: decision-making in the primate brain. J Comp Physiol A 191:201–211
Mehta B, Schaal S (2002) Forward models in visuomotor control. J Neurophysiol 88:942–953
Piaget J (1937) La construction du rèel chez l’enfant. Neuchatel: Delachaux et Niestle
Poliakoff E, Collins CJS, Barnes GR (2004) Target selection for predictive smooth pursuit eye movements. Exp Brain Res 155:129–133
Poliakoff E, Collins CJS, Barnes GR (2005) Attention and selection for predictive smooth pursuit eye movements. Cognit Brain Res 25:688–700
Prem E, Hörtnagl E, Dorffner G (2002) Growing event memories for autonomous robots. In: Proceedings of the workshop on growing artifacts that live, seventh international conference on simulation of adaptive behavior, Edinburgh, Scotland
Richards JE, Holley FB (1999) Infant attention and the development of smooth pursuit tracking. Dev Psychol 35:856–867
Rosander K, von Hofsten C (2004) Infants-emerging ability to represent occluded object motion. Cognition 91:1,1–22
Roucoux A, Culee C, Roucoux M (1983) Develop of fixation and pursuit eye movments in human infants. Behav Brain Res 10:133–139
Shibata T, Vijayakumar S, Conradt J, Schaal S (2001) Humanoid oculomotor control based on concepts of computational neuroscience. In: Humanoids 2001, second IEEE-RAS International conference on Humanoid Robots. Waseda University, Japan, pp 278–85
Smeets JBJ, Bekkering H (2000) Prediction of saccadic amplitude during smooth pursuit eye movements. Hum Mov Sci 19:275–295
Stork S, Sebastian FW, Neggers SFW, Müsseler J (2002) Intentionally-evoked modulations of smooth pursuit eye movements. Hum Mov Sci 21:335–348
von Hofsten C, Rosander K (1997) Development of smooth pursuit tracking in young infants. Vis Res 37(13):1799–1810
Wells SG, Barnes GR (1998). Fast, anticipatory smooth-pursuit eye mevements appear to depend on a short-term store. Exp Brain Res 120:129–133
Wentworth N, Haith MM (1998). Infants-acquisition of spatiotemporal expectations. Dev Psychol 34(2):247–257
Wolpert DW, Doya K, Kawato M (2003) A unifying computational framework for motor control and social interaction. Proc Trans R Soc Lond B 358:593–602
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This work was funded by the EU project MindRaces, FP6-511931.
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Balkenius, C., Johansson, B. Anticipatory models in gaze control: a developmental model. Cogn Process 8, 167–174 (2007). https://doi.org/10.1007/s10339-007-0169-8
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DOI: https://doi.org/10.1007/s10339-007-0169-8