Fast Multi-Operator Image Resizing and Evaluation

被引:32
作者
Dong, Wei-Ming [1 ,2 ]
Bao, Guan-Bo [1 ]
Zhang, Xiao-Peng [1 ]
Paul, Jean-Claude [2 ]
机构
[1] Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Sinofrench Lab Comp Sci Automat & Appl math, Beijing 100190, Peoples R China
[2] Natl Inst Res Comp Sci & Control, F-78153 Le Chesnay, France
基金
中国国家自然科学基金;
关键词
image resizing; multi-operator; operator cost; indirect resizing; VISUAL-ATTENTION; MODEL;
D O I
10.1007/s11390-012-1211-6
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Current multi-operator image resizing methods succeeding in generating impressive results by using image similarity measure to guide the resizing process. An optimal operation path is found in the resizing space. However, their slow resizing speed caused by inefficient computation strategy of the bidirectional patch matching becomes a drawback in practical use. In this paper, we present a novel method to address this problem. By combining seam carving with scaling and cropping, our method can realize content-aware image resizing very fast. We define cost functions combing image energy and dominant color descriptor for all the operators to evaluate the damage to both local image content and global visual effect. Therefore our algorithm can automatically find an optimal sequence of operations to resize the image by using dynamic programming or greedy algorithm. We also extend our algorithm to indirect image resizing which can protect the aspect ratio of the dominant object in an image.
引用
收藏
页码:121 / 134
页数:14
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