DocumentCode
351000
Title
Are human scanpaths Levy flights?
Author
Brockmann, Dirk ; Geisel, Theo
Author_Institution
Max-Planck-Inst. fur Stromungsforschung, Gottingen, Germany
Volume
1
fYear
1999
fDate
1999
Firstpage
263
Abstract
Introduces a phenomenological model for the generation of human scanpaths. Scanpaths, the succession of rapid eye-movements (saccades), are treated as realizations of a stochastic process in a random quenched saliency field with prespecified covariance structure. Efficiency of the process is defined in terms of convergence properties of the time dependent probability of fixating a region in the visual environment. The authors´ analysis is based on the assumption that the visual system minimizes the typical time needed to process a visual scene. This type of temporal optimization implies that scanpaths are geometrically similar to a prominent class of random walks known as Levy flights. Furthermore, the authors show that scanning strategies with a Levy statistic are orders of magnitude more robust against statistical variations in the saliency field. The theory is well confirmed by preliminary psychophysical experiments
Keywords
vision; Levy flights; convergence properties; covariance structure; human scanpath generation; random quenched saliency field; random walks; rapid eye-movements; region fixation; saccades; stochastic process; temporal optimization; time dependent probability; time minimization; visual system;
fLanguage
English
Publisher
iet
Conference_Titel
Artificial Neural Networks, 1999. ICANN 99. Ninth International Conference on (Conf. Publ. No. 470)
Conference_Location
Edinburgh
ISSN
0537-9989
Print_ISBN
0-85296-721-7
Type
conf
DOI
10.1049/cp:19991119
Filename
819731
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