Title :
Unsupervised image compression-by-synthesis within a JPEG framework
Author :
Byrne, James ; Ierodiaconou, Stephen ; Bull, David ; Redmill, David ; Hill, Paul
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Bristol, Bristol
Abstract :
An image compression scheme is proposed, utilising wavelet- based image segmentation and texture analysis, and patch- based texture synthesis. This has been incorporated into a JPEG framework. Homogeneous textured regions are identified and removed prior to transform coding. These regions are then replaced at the decoder by synthesis from marked samples, and colour matched to ensure similarity to the original. Experimental results on natural images show bitrate savings of over 18% compared with JPEG for little change in measured visual quality.
Keywords :
data compression; decoding; image coding; image colour analysis; image matching; image segmentation; image texture; transform coding; wavelet transforms; JPEG framework; colour matching; decoder; image segmentation; image texture analysis; patch-based texture synthesis; transform coding; unsupervised image compression-by-synthesis; visual quality; wavelet; Bit rate; Decoding; Image analysis; Image coding; Image edge detection; Image segmentation; Image texture analysis; Signal synthesis; Transform coding; Wavelet analysis; Image; compression; segmentation; synthesis; texture;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4712399