DocumentCode :
1926967
Title :
A compact saliency model for video-rate implementation
Author :
Ho-Phuoc, Tien ; Alacoque, Laurent ; Dupret, Antoine ; Guérin-Dugué, Anne ; Verdant, Arnaud
Author_Institution :
LETI, CEA, Grenoble, France
fYear :
2011
fDate :
6-9 Nov. 2011
Firstpage :
244
Lastpage :
248
Abstract :
Salient regions are useful for priority processing of fixated areas in case of limited computational or bandwidth resources. This paper presents an efficient and compact saliency model, compatible with image sensors implementation. In contrast with Itti´s reference model, our model relies on a low-complexity processing consisting of inter-frame difference, spatial contrast, and the central fixation bias. Simple weighted combinations of these factors show better results than Itti´s model. Moreover, a combination using time-varying weights further improves the performance; and results show that spatial saliency should be integrated after motion saliency. Besides, a new criterion compatible with image sensors is used to evaluate the models.
Keywords :
image motion analysis; image sensors; video signal processing; central fixation bias; compact saliency model; image sensor implementation; inter-frame difference; motion saliency; salient region; spatial contrast; time-varying weight; video-rate implementation; Decision support systems; central fixation bias; computational complexity; image sensor; motion; saliency; spatial contrast;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
978-1-4673-0321-7
Type :
conf
DOI :
10.1109/ACSSC.2011.6189994
Filename :
6189994
Link To Document :
بازگشت