Scan pattern in visual scenes predict Sentence production

A range of cognitive modalities are involved in everyday tasks, which raises the questions to which extend these modalities are coordinated. In this paper, we focus on two particular aspects of this coordination: linguistic structure and visual attention during sentence production, based on the hypothesis that similar scan patterns are associated with similar sentences. We tested this hypothesis using a dataset from an eye-tracking experiment in which participants had to describe a photo-realistic scene. We paired each sentence produced with the corresponding scan pattern, and computed a range of similarity measures for both modalities. Correlation and mixed model analyses confirmed that trials involving similar scan patterns also involve similar sentences productions. This was true for all pairs of linguistic and scan pattern similarity measures we investigated. The result holds both before and during sentence production, and for within-scene and between-scene analyses.

[1]  Alex D. Hwang,et al.  Semantic guidance of eye movements during real-world scene inspection , 2010 .

[2]  Marshall R. Mayberry,et al.  A Connectionist Model of the Coordinated Interplay of Scene, Utterance, and World Knowledge , 2006 .

[3]  M. Land Eye movements and the control of actions in everyday life , 2006, Progress in Retinal and Eye Research.

[4]  Gregory J. Zelinsky,et al.  Visual search is guided to categorically-defined targets , 2009, Vision Research.

[5]  Michael L. Mack,et al.  Viewing task influences eye movement control during active scene perception. , 2009, Journal of vision.

[6]  R. Baayen,et al.  Mixed-effects modeling with crossed random effects for subjects and items , 2008 .

[7]  Christopher D. Manning,et al.  Enriching the Knowledge Sources Used in a Maximum Entropy Part-of-Speech Tagger , 2000, EMNLP.

[8]  C. Koch,et al.  A saliency-based search mechanism for overt and covert shifts of visual attention , 2000, Vision Research.

[9]  D. Noton,et al.  Eye movements and visual perception. , 1971, Scientific American.

[10]  Aïda Valls,et al.  A Similarity Measure for Sequences of Categorical Data Based on the Ordering of Common Elements , 2008, MDAI.

[11]  J. Gower A General Coefficient of Similarity and Some of Its Properties , 1971 .

[12]  Mirella Lapata,et al.  Language Models Based on Semantic Composition , 2009, EMNLP.

[13]  J. Henderson Human gaze control during real-world scene perception , 2003, Trends in Cognitive Sciences.

[14]  Graeme Hirst,et al.  Evaluating WordNet-based Measures of Lexical Semantic Relatedness , 2006, CL.

[15]  G. Underwood,et al.  Fixation sequences in imagery and in recognition during the processing of pictures of real-world scenes , 2008 .

[16]  Moreno I. Coco,et al.  Sentence Production in Naturalistic Scenes with Referential Ambiguity , 2010 .

[17]  Julie C. Sedivy,et al.  Subject Terms: Linguistics Language Eyes & eyesight Cognition & reasoning , 1995 .