DocumentCode :
1941502
Title :
Extracting Visual Saliency Based on Multi-scale Receptive Field Template
Author :
Zhang Peng
Author_Institution :
Nat. Univ. of Defense Technol., Changsha, China
fYear :
2011
fDate :
5-7 Aug. 2011
Firstpage :
527
Lastpage :
530
Abstract :
A novel approach to extracting visual saliency based on receptive field is described in this paper. Visual saliency may be applied potentially in object recognition and image retrieval etc. In this paper, its two key problems are solved: saliency measurement and scale detection. Based on the receptive field hypothesis in psychology, the approach measures visual saliency in terms of the statistical features difference between target region and background region, and detects the scale of target region adaptively with a set of multi-scale measurements in the multi-resolution framework. Its definition of visual saLiency is more close to feeLing of human vision than current ones by introduction of the theories in psychology and physiology. It is capabiLity of detecting the target varying in a wide scale range with low computation burden by combing multi-scale template with multi-resolution framework. The satisfying experimental results on real images of remote sense and natural scene show the approach is effective.
Keywords :
image resolution; natural scenes; object detection; physiology; psychology; realistic images; statistical analysis; visual perception; background region; computation burden; human vision; image retrieval; multiresolution framework; multiscale measurements; multiscale receptive field template; multiscale template; natural scene; object recognition; physiology; psychology; real images; receptive field hypothesis; remote sensing; saliency measurement; scale detection; statistical features difference; target region; visual saliency extraction; Feature extraction; Humans; Object recognition; Physiology; Psychology; Radio frequency; Visualization; Receptive Field Template; Visual Attention; Visual SaLiency;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Manufacturing and Automation (ICDMA), 2011 Second International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-1-4577-0755-1
Electronic_ISBN :
978-0-7695-4455-7
Type :
conf
DOI :
10.1109/ICDMA.2011.133
Filename :
6051968
Link To Document :
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