Title :
A Survey of Bottom-Up Visual Saliency Methods in Wireless Multimedia Sensor Networks
Author :
Ngau, Christopher Wing Hong ; Ang, Li-Minn ; Seng, Kah Phooi
Author_Institution :
Fac. of Eng., Univ. of Nottingham, Semenyih, Malaysia
Abstract :
The implementation of visual saliency in wireless multimedia sensor networks (WMSNs) can be useful for a large application scope. Autonomous detection and tracking based on human gaze behavior as well as efficient bandwidth utilization for sensing devices in WMSNs can be achieved through such a method. In this paper, a review on two major categories of visual saliency model is presented. Available models are analyzed in terms of resource efficiency. After an evaluation is performed, it is found that a purely computational pixel-based saliency model is most suitable to be used in WMSNs due to its low computational complexity and memory requirements, as well as efficient detection of conspicuous objects.
Keywords :
computational complexity; multimedia communication; object detection; wireless sensor networks; autonomous detection; bottom-up visual saliency methods; computational pixel-based saliency model; conspicuous object detection; efficient bandwidth utilization; human gaze behavior; low computational complexity; resource efficiency; wireless multimedia sensor networks; Bandwidth; Humans; Intelligent sensors; Layout; Monitoring; Multimedia systems; Performance evaluation; Sensor systems and applications; Streaming media; Wireless sensor networks; Sensor Network; Visual Saliency;
Conference_Titel :
Intelligent Human-Machine Systems and Cybernetics, 2009. IHMSC '09. International Conference on
Conference_Location :
Hangzhou, Zhejiang
Print_ISBN :
978-0-7695-3752-8
DOI :
10.1109/IHMSC.2009.207