SALIENT OBJECT DETECTION IN IMAGE SEQUENCES VIA SPATIAL-TEMPORAL CUE

被引:0
作者
Gan, Chuang [1 ,2 ]
Qin, Zengchang [2 ]
Xu, Jia [1 ]
Wan, Tao [2 ,3 ]
机构
[1] Tsinghua Univ, Inst Interdisciplinary Informat Sci, Beijing 100084, Peoples R China
[2] Beihang Univ, Intelligent Comp & Machine Learning Lab, Beijing, Peoples R China
[3] Beihang Univ, Sch Biol Sci & Med Engn, Beijing, Peoples R China
来源
2013 IEEE INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (IEEE VCIP 2013) | 2013年
基金
中国国家自然科学基金; 新加坡国家研究基金会;
关键词
object detection; saliency; spatial-temporal cue; ATTENTION; MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Contemporary video search and categorization are non-trivial tasks due to the massively increasing amount and content variety of videos. We put forward the study of visual saliency models in video. Such a model is employed to identify salient objects from the image background. Starting from the observation that motion information in video often attracts more human attention compared to static images, we devise a region contrast based saliency detection model using spatial-temporal cues (RCST). We introduce and study four saliency principles to realize the RCST. This generalizes the previous static image for saliency computational model to video. We conduct experiments on a publicly available video segmentation database where our method significantly outperforms seven state-of-the-art methods with respect to PR curve, ROC curve and visual comparison.
引用
收藏
页数:6
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