Title :
Classification-Based Adaptive Compression Method for Computer Screen Image
Author :
Shen, Yanfei ; Li, Jintao ; Zhu, Zhenmin ; Song, Yun
Author_Institution :
Inst. of Comput. Technol., Beijing, China
Abstract :
In this paper, a classification-based adaptive compression method for computer screen image is presented. This method firstly divides the computer Screen Image into 16×16 non-overlapping blocks, and then every block is classified into three types: text/graphic, pictorial and hybrid blocks based on the characteristics of histogram distribution and the number of colors. For complex text/graphic block, k-Means clustering method is used to reduce the number of colors to improve compression performance, finally the text/graphic block is coded by our proposed lossless coding method, hybrid block is coded by hybrid coding method and the pictorial block is coded by H.264-like intra coding method. Experiment results show that our proposed block classification method exactly distinguishes three block types, color clustering method can effectively reduce the number of colors for complex text/graphic. The compression performance and subjective image quality of our proposed method can outperform JPEG and JP2k.
Keywords :
data compression; image classification; image colour analysis; pattern clustering; text analysis; video coding; H.264-like intra coding method; JP2k; JPEG; classification-based adaptive compression method; color clustering method; color number; computer screen image; histogram distribution characteristics; hybrid blocks; hybrid coding method; image quality; k-means clustering method; lossless coding method; nonoverlapping blocks; pictorial block; text-graphic block; Color; Computers; Encoding; Graphics; Image coding; Image color analysis; Transform coding; block classification; color cluster; computer screen image; image coding; lossless coding;
Conference_Titel :
Multimedia and Expo Workshops (ICMEW), 2012 IEEE International Conference on
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4673-2027-6
DOI :
10.1109/ICMEW.2012.9