Title :
Are human scanpaths Levy flights?
Author :
Brockmann, Dirk ; Geisel, Theo
Author_Institution :
Max-Planck-Inst. fur Stromungsforschung, Gottingen, Germany
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;
Conference_Titel :
Artificial Neural Networks, 1999. ICANN 99. Ninth International Conference on (Conf. Publ. No. 470)
Conference_Location :
Edinburgh
Print_ISBN :
0-85296-721-7
DOI :
10.1049/cp:19991119