标题:Enlarging Image by Constrained Least Square Approach with Shape Preserving
作者:Zhang, Fan; Zhang, Xin; Qin, Xue-Ying; Zhang, Cai-Ming
通讯作者:Zhang, CaiMing
作者机构:[Zhang, F] School of Computer Science and Technology, Shandong University, Jinan, 250101, China;[ Zhang, X] School of Computer Science and Technology, 更多
会议名称:Computational Visual Media Conference (CVM)
会议日期:APR 16-17, 2015
来源:计算机科学技术学报(英文版)
出版年:2015
卷:30
期:3
页码:489-498
DOI:10.1007/s11390-015-1539-9
关键词:image resizing;fitting;quadratic polynomial;shape preserving;edge information
摘要:From a visual point of view, the shape of an image is mainly determined by the edges. Conventional polynomial interpolation of image enlarging methods would produce blurred edges, while edge-directed interpolation based methods would cause distortion in the non-edge areas. A new method for image enlarging is presented. The image is enlarged in two steps. In the first step, a fitting surface is constructed to interpolate the image data. To remove the zigzagging artifact, for each pixel, a fitting patch is constructed using edge information as constraints. The combination of all the patches forms the fitting surface which has the shape suggested by image data. Each point on the fitting surface can be regarded as a sampling point taken from a unit square domain, which means that when the fitting surface is used to enlarge the image, each sampling domain of the enlarged pixels is also a unit square, causing the enlarged image to lose some details. To make the enlarged image keep the details as many as possible, the sampling domain of the enlarged pixels should be less than a unit square. Then, in the second step, using the points taken from the fitting surface, new pixels are computed using constrained optimization technique to form the enlarged image, and the size of the sampling domain of the enlarged pixels is inversely proportional to the size of the enlarged image. The image enlarged by the new method has a quadratic polynomial precision. Comparison results show that the new method produces resized image with better quality.
收录类别:CPCI-S;EI;SCOPUS;SCIE
WOS核心被引频次:4
Scopus被引频次:5
资源类型:会议论文;期刊论文
原文链接:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84928895381&doi=10.1007%2fs11390-015-1539-9&partnerID=40&md5=059a7f803c27e1fe9b83ba7b6593c2c4
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