A visual approach for scan path comparison

Several algorithms, approaches, and implementations have been developed to support comparison of scan paths and finding of interesting scan path structures. In this work we contribute a visual approach to support scan path comparison. A key feature of this approach is the combination of a clustering algorithm using Levenshtein distance with the parallel scan path visualization technique. The combination of computational methods with an interactive visualization allows us to use both the power of pattern finding algorithms and the human ability to visually recognize patterns. To use the concept in practice we implemented the approach in a prototype and show its application in two scan path analysis scenarios from automobile usability testing and visualization research.

[1]  Philippe De Maeyer,et al.  Analysing the spatial dimension of eye movement data using a visual analytic approach , 2012, Expert Syst. Appl..

[2]  Daniel Weiskopf,et al.  AOI Rivers for Visualizing Dynamic Eye Gaze Frequencies , 2013, Comput. Graph. Forum.

[3]  Päivi Majaranta,et al.  Static Visualization of Temporal Eye-Tracking Data , 2005, INTERACT.

[4]  Darius Miniotas,et al.  Visualization of eye gaze data using heat maps , 2007 .

[5]  Michael Burch,et al.  Visual task solution strategies in tree diagrams , 2013, 2013 IEEE Pacific Visualization Symposium (PacificVis).

[6]  Christopher D. Manning,et al.  Introduction to Information Retrieval , 2010, J. Assoc. Inf. Sci. Technol..

[7]  Raimund Dachselt,et al.  Trends and Techniques in Visual Gaze Analysis , 2010, ArXiv.

[8]  Jan Theeuwes,et al.  ScanMatch: A novel method for comparing fixation sequences , 2010, Behavior research methods.

[9]  Keith S. Karn,et al.  Commentary on Section 4. Eye tracking in human-computer interaction and usability research: Ready to deliver the promises. , 2003 .

[10]  Andrew T Duchowski,et al.  A breadth-first survey of eye-tracking applications , 2002, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[11]  Andrew T. Duchowski,et al.  iComp: a tool for scanpath visualization and comparison , 2006, SIGGRAPH '06.

[12]  Jeff B. Pelz,et al.  Learning eye movement patterns for characterization of perceptual expertise , 2012, ETRA.

[13]  Claudio M. Privitera,et al.  Algorithms for Defining Visual Regions-of-Interest: Comparison with Eye Fixations , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  J M Findlay,et al.  A probability vector and transition matrix analysis of eye movements during visual search. , 1995, Acta psychologica.

[15]  Thomas Ertl,et al.  Parallel scan-path visualization , 2012, ETRA.

[16]  Thomas Ertl,et al.  Circular heat map transition diagram , 2013, ETSA '13.

[17]  Joseph H. Goldberg,et al.  Comparing information graphics: a critical look at eye tracking , 2010, BELIV '10.

[18]  Yuanzhen Li,et al.  Feature congestion: a measure of display clutter , 2005, CHI.

[19]  Anne R. Haake,et al.  eyePatterns: software for identifying patterns and similarities across fixation sequences , 2006, ETRA.

[20]  TsangHoi Ying,et al.  eSeeTrack—Visualizing Sequential Fixation Patterns , 2010 .

[21]  Michael Burch,et al.  Visual Analytics Methodology for Eye Movement Studies , 2012, IEEE Transactions on Visualization and Computer Graphics.

[22]  Daniel Weiskopf,et al.  Space-Time Visual Analytics of Eye-Tracking Data for Dynamic Stimuli , 2013, IEEE Transactions on Visualization and Computer Graphics.

[23]  Daniel A. Keim,et al.  Visual Analytics , 2009, Encyclopedia of Database Systems.

[24]  C. Trepagnier,et al.  Gaze data visualization tools: opportunities and challenges , 2004, Proceedings. Eighth International Conference on Information Visualisation, 2004. IV 2004..

[25]  Joseph H. Goldberg,et al.  Computer interface evaluation using eye movements: methods and constructs , 1999 .

[26]  D. S. Wooding,et al.  Fixation maps: quantifying eye-movement traces , 2002, ETRA.

[27]  Sheriff Jolaoso,et al.  Scanpath comparison revisited , 2010, ETRA.

[28]  Melanie Tory,et al.  eSeeTrack—Visualizing Sequential Fixation Patterns , 2010, IEEE Transactions on Visualization and Computer Graphics.

[29]  Kenneth Holmqvist,et al.  Eye tracking: a comprehensive guide to methods and measures , 2011 .