Title :
Image enlargement by patch-based seam synthesis
Author :
Qi Wang ; Zhengzhe Liu ; Chen Li ; Bin Sheng
Author_Institution :
Shanghai Jiao Tong Univ., Shanghai, China
fDate :
Oct. 29 2013-Nov. 1 2013
Abstract :
Numerous approaches can be utilized for image enlargement, among them seam-carving, texture-synthesis, linear scaling and warping are commonly used. However, all of these methods have their disadvantages. In this paper, we propose a new image enlargement method inspired from seam-carving and texture synthesis, called Patch-Based Seam Synthesis. Our algorithm fully utilizes the texture information of an image and thus is a content-based method. The procedure of this new method is described as follows. Firstly, we use a set of Difference of Gaussian (DOG) and Difference of Offset Gaussian (DOOG) filters to extract the texture features of the image. Secondly, we use the Histogram Shape-Based Image Thresholding to divide the image into texture regions and non-texture regions. Thirdly, we find the energy map of the image based on the energy function and determine the minimal-energy seams, the 8-connected paths crossing the whole image, either vertically or horizontally. Finally, we use patch-based synthesis combined with image quilting algorithm to fill in the parts of the seams that are in the texture regions and linear interpolation to smooth the parts that lie in non-texture regions.
Keywords :
Gaussian processes; image enhancement; image segmentation; image texture; interpolation; DOG; DOOG; content-based method; difference of Gaussian filters; difference of offset Gaussian filters; histogram shape-based image thresholding; image enlargement method; image quilting algorithm; image texture information; linear interpolation; linear scaling; linear warping; minimal-energy seams; patch-based seam synthesis; patch-based synthesis; seam-carving; texture-synthesis; Coherence; Feature extraction; Histograms; Image color analysis; Image segmentation; Interpolation; Visual effects;
Conference_Titel :
Signal and Information Processing Association Annual Summit and Conference (APSIPA), 2013 Asia-Pacific
Conference_Location :
Kaohsiung
DOI :
10.1109/APSIPA.2013.6694221