Summarization-Based Image Resizing by Intelligent Object Carving

	Summarization-Based Image Resizing by Intelligent Object Carving
	Dong, Weiming1 ; Zhou, Ning 1; Lee, Tong-Yee 2; Wu, Fuzhang 1; Kong, Yan1 ; Zhang, Xiaopeng1
发表期刊	IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS
	2014
卷号	20 期号:1 页码:111-124
文章类型	Article
摘要	Image resizing can be more effectively achieved with a better understanding of image semantics. In this paper, similar patterns that exist in many real-world images are analyzed. By interactively detecting similar objects in an image, the image content can be summarized rather than simply distorted or cropped. This method enables the manipulation of image pixels or patches as well as semantic objects in the scene during image resizing process. Given the special nature of similar objects in a general image, the integration of a novel object carving (OC) operator with the multi-operator framework is proposed for summarizing similar objects. The object removal sequence in the summarization strategy directly affects resizing quality. The method by which to evaluate the visual importance of the object as well as to optimally select the candidates for object carving is demonstrated. To achieve practical resizing applications for general images, a template matching-based method is developed. This method can detect similar objects even when they are of various colors, transformed in terms of perspective, or partially occluded. To validate the proposed method, comparisons with state-of-the-art resizing techniques and a user study were conducted. Convincing visual results are shown to demonstrate the effectiveness of the proposed method.
关键词	Image Resizing Similar Object Detection Object Carving
WOS标题词	Science & Technology ; Technology
关键词[WOS]	FEATURES ; VIDEO
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Software Engineering
WOS记录号	WOS:000327960700011
引用统计	被引频次：17[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/2860
专题	多模态人工智能系统全国重点实验室_多媒体计算
通讯作者	Dong, Weiming
作者单位	1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Comp Graph Grp, Visual Syst Lab, Tainan 7001, Taiwan
第一作者单位	模式识别国家重点实验室
通讯作者单位	模式识别国家重点实验室
推荐引用方式 GB/T 7714	Dong, Weiming,Zhou, Ning,Lee, Tong-Yee,et al. Summarization-Based Image Resizing by Intelligent Object Carving[J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,2014,20(1):111-124.
APA	Dong, Weiming,Zhou, Ning,Lee, Tong-Yee,Wu, Fuzhang,Kong, Yan,&Zhang, Xiaopeng.(2014).Summarization-Based Image Resizing by Intelligent Object Carving.IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,20(1),111-124.
MLA	Dong, Weiming,et al."Summarization-Based Image Resizing by Intelligent Object Carving".IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 20.1(2014):111-124.

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