International Journal of Pattern Recognition and Artificial Intelligence · 2008 · 13 citations · 15 references
EducationComputer ScienceVision ScienceDrawingMotor ControlVisual PerceptionCognitive ModelingEye-movement ControlHand-eye CoordinationMotor CoordinationMotor PlanningSensorimotor IntegrationBayesian Dynamic ModelsCognitive Modeling Of DrawingEye CoordinationGaze ControlPerceptual-motor CouplingSensorimotor Control ModelsVisual-motor CouplingVisuomotor Transformation
In this paper we address the challenging problem of sensorimotor integration, with reference to eye-hand coordination of an artificial agent engaged in a natural drawing task. Under the assumption that eye-hand coupling influences observed movements, a motor continuity hypothesis is exploited to account for how gaze shifts are constrained by hand movements. A Bayesian model of such coupling is presented in the form of a novel Dynamic Bayesian Network, namely an Input–Output Coupled Hidden Markov Model. Simulation results are compared to those obtained by eye-tracked human subjects involved in drawing experiments.
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Pattern Recognition and Machine Learning
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Radford M. Neal · Technometrics · 2007 · 4.7K citations
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