Fixation identification: The optimum threshold for a dispersion algorithm

It is hypothesized that the number, position, size, and duration of fixations are functions of the metric used for dispersion in a dispersion-based fixation detection algorithm, as well as of the threshold value. The sensitivity of the I-DT algorithm for the various independent variables was determined through the analysis of gaze data from chess players during a memory recall experiment. A procedure was followed in which scan paths were generated at distinct intervals in a range of threshold values for each of five different metrics of dispersion. The percentage of points of regard (PORs) used, the number of fixations returned, the spatial dispersion of PORs within fixations, and the difference between the scan paths were used as indicators to determine an optimum threshold value. It was found that a fixation radius of 1° provides a threshold that will ensure replicable results in terms of the number and position of fixations while utilizing about 90% of the gaze data captured.

[1]  P. J. Clark,et al.  Distance to Nearest Neighbor as a Measure of Spatial Relationships in Populations , 1954 .

[2]  Vladimir I. Levenshtein,et al.  Binary codes capable of correcting deletions, insertions, and reversals , 1965 .

[3]  J. Anliker,et al.  Eye movements - On-line measurement, analysis, and control , 1976 .

[4]  H. Widdel Operational Problems in Analysing Eye Movements , 1984 .

[5]  Robert J. K. Jacob,et al.  What you look at is what you get: eye movement-based interaction techniques , 1990, CHI '90.

[6]  K. Rayner Eye movements and visual cognition : scene perception and reading , 1992 .

[7]  D. E. Irwin,et al.  Visual Memory Within and Across Fixations , 1992 .

[8]  K. Rayner Eye movements in reading and information processing: 20 years of research. , 1998, Psychological bulletin.

[9]  Joseph H. Goldberg,et al.  Identifying fixations and saccades in eye-tracking protocols , 2000, ETRA.

[10]  Keith S. Karn,et al.  “Saccade pickers” vs. “fixation pickers”: the effect of eye tracking instrumentation on research , 2000, ETRA.

[11]  Dario D. Salvucci An interactive model-based environment for eye-movement protocol analysis and visualization , 2000, ETRA.

[12]  Chris Lankford,et al.  Gazetracker: software designed to facilitate eye movement analysis , 2000, ETRA.

[13]  Darren R Gitelman,et al.  ILAB: A program for postexperimental eye movement analysis , 2002, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[14]  Robert J. K. Jacob,et al.  Eye Movement-Based Human-Computer Interaction Techniques: Toward Non-Command Interfaces , 2003 .

[15]  E. Gordon,et al.  Defining the temporal threshold for ocular fixation in free-viewing visuocognitive tasks , 2003, Journal of Neuroscience Methods.

[16]  Andrew T. Duchowski,et al.  Eye Tracking Methodology: Theory and Practice , 2003, Springer London.

[17]  Robert J. K. Jacob,et al.  Eye tracking in human-computer interaction and usability research : Ready to deliver the promises , 2002 .

[18]  Douglas DeCarlo,et al.  Robust clustering of eye movement recordings for quantification of visual interest , 2004, ETRA.

[19]  Terry C. Lansdown,et al.  The mind's eye: cognitive and applied aspects of eye movement research , 2005 .

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

[21]  Francesco Di Nocera,et al.  Another look at scanpath: distance to nearest neighbour as a measure of mental workload , 2006 .

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

[23]  Andrew T. Duchowski,et al.  iComp: a tool for scanpath visualization and comparison , 2006, APGV.

[24]  Thierry Urruty,et al.  Detecting Eye Fixations by Projection Clustering , 2007, 14th International Conference of Image Analysis and Processing - Workshops (ICIAPW 2007).

[25]  Oleg Špakov,et al.  APPLICATION OF CLUSTERING ALGORITHMS IN EYE GAZE VISUALIZATIONS , 2007 .

[26]  Michela Terenzi,et al.  A Random Glance at the Flight Deck: Pilots' Scanning Strategies and the Real-Time Assessment of Mental Workload , 2007 .

[27]  Brian Scassellati,et al.  The incomplete fixation measure , 2008, ETRA.

[28]  Michela Terenzi,et al.  ASTEF: A simple tool for examining fixations , 2008, Behavior research methods.

[29]  Andreas Paepcke,et al.  Improving the accuracy of gaze input for interaction , 2008, ETRA.

[30]  Tommy Strandvall,et al.  Eye Tracking in Human-Computer Interaction and Usability Research , 2009, INTERACT.