DocumentCode
1473151
Title
Content-Based Image Compression for Arbitrary-Resolution Display Devices
Author
Deng, Chenwei ; Lin, Weisi ; Cai, Jianfei
Author_Institution
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume
14
Issue
4
fYear
2012
Firstpage
1127
Lastpage
1139
Abstract
The existing image coding methods cannot support content-based spatial scalability with high compression. In mobile multimedia communications, image retargeting is generally required at the user end. However, content-based image retargeting (e.g., seam carving) is with high computational complexity and is not suitable for mobile devices with limited computing power. The work presented in this paper addresses the increasing demand of visual signal delivery to terminals with arbitrary resolutions, without heavy computational burden to the receiving end. In this paper, the principle of seam carving is incorporated into a wavelet codec (i.e., SPIHT ). For each input image, block-based seam energy map is generated in the pixel domain. In the meantime, multilevel discrete wavelet transform (DWT) is performed. Different from the conventional wavelet-based coding schemes, DWT coefficients here are grouped and encoded according to the resultant seam energy map. The bitstream is then transmitted in energy descending order. At the decoder side, the end user has the ultimate choice for the spatial scalability without the need to examine the visual content; an image with arbitrary aspect ratio can be reconstructed in a content-aware manner based upon the side information of the seam energy map. Experimental results show that, for the end users, the received images with an arbitrary resolution preserve important content while achieving high coding efficiency for transmission.
Keywords
computational complexity; decoding; discrete wavelet transforms; display devices; image coding; image enhancement; image resolution; mobile computing; multimedia communication; DWT coefficients; arbitrary aspect ratio; arbitrary-resolution display devices; bitstream transmission; block-based seam energy map; computational complexity; content preservation; content-based image compression; content-based image retargeting; content-based spatial scalability; decoder; image coding method; mobile multimedia communications; multilevel discrete wavelet transform; seam carving principle; visual content; visual signal delivery; wavelet codec; Codecs; Decoding; Discrete wavelet transforms; Image coding; Scalability; Visualization; Content-aware; discrete wavelet transform (DWT); image compression; seam carving (SC); spatial scalability;
fLanguage
English
Journal_Title
Multimedia, IEEE Transactions on
Publisher
ieee
ISSN
1520-9210
Type
jour
DOI
10.1109/TMM.2012.2191270
Filename
6171860
Link To Document