Foveation-based processing and communication systems can exploit a more efficient representation of im- ages and videos by removing or reducing visual information redundancy, provided that the sequence of foveation points, the visual scanpath, can be determined. However, one point that is neglected by the great ma- jority of foveation models is the ”noisy” variation of the random visual exploration exhibited by different observers when viewing the same scene, or even by the same sub- ject along different trials. Here a model for the generation and control of scanpaths that accounts for such issue is pre- sented. In the model, the sequence of fixations and gaze shifts is controlled by a saliency-based, information forag- ing mechanism implemented through a dynamical system switching between two states, ”Feed” and ”Fly”. Results of the simulations are compared with experimental data derived from publicly available datasets.

Feed and fly control of visual scanpaths for foveation image processing / G. Boccignone, M. Ferraro. - In: ANNALES DES TÉLÉCOMMUNICATIONS. - ISSN 0003-4347. - 68:3-4(2013 Apr), pp. 201-217. [10.1007/s12243-012-0316-9]

Feed and fly control of visual scanpaths for foveation image processing

G. Boccignone
Primo
;
2013

Abstract

Foveation-based processing and communication systems can exploit a more efficient representation of im- ages and videos by removing or reducing visual information redundancy, provided that the sequence of foveation points, the visual scanpath, can be determined. However, one point that is neglected by the great ma- jority of foveation models is the ”noisy” variation of the random visual exploration exhibited by different observers when viewing the same scene, or even by the same sub- ject along different trials. Here a model for the generation and control of scanpaths that accounts for such issue is pre- sented. In the model, the sequence of fixations and gaze shifts is controlled by a saliency-based, information forag- ing mechanism implemented through a dynamical system switching between two states, ”Feed” and ”Fly”. Results of the simulations are compared with experimental data derived from publicly available datasets.
Eye movements; Image encoding; Random walk; Visual attention
Settore ING-INF/05 - Sistemi di Elaborazione delle Informazioni
Settore INF/01 - Informatica
apr-2013
Article (author)
File in questo prodotto:
Non ci sono file associati a questo prodotto.
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/220948
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 7
  • ???jsp.display-item.citation.isi??? 6
social impact