Title :
An analysis-compression technique for black and white documents
Author :
Kossentini, Faouzi ; Ward, Rabab K.
Author_Institution :
Dept. of Electr. Eng., British Columbia Univ., Vancouver, BC, Canada
Abstract :
This paper presents an analysis and compression technique that can be used for both lossy and lossless compression of black and white documents simultaneously. It is assumed that an application-dependent analysis technique is employed to produce weighting coefficients that allow ordering of the bits according to their significance. Like the algorithm described in the JBIG standard, the proposed algorithm consists of high order statistical modeling and adaptive arithmetic coding. However, our modeling techniques are more sophisticated in the sense that they are adaptive both locally and globally. The conditioning region of support used for the generation of the states is determined based on the global statistics of the input image, and the states and associated probabilities are adapted to the local statistics. Moreover, our algorithm is naturally suitable for progressive transmission since the output bit stream can be truncated anywhere, leading to the best possible approximation given a bandwidth constraint. Experimental results reveal that the proposed algorithm not only achieves high near-lossless compression performance but also outperforms JBIG when used for lossless compression
Keywords :
adaptive codes; data compression; document image processing; higher order statistics; image coding; probability; JBIG standard; adaptive arithmetic coding; algorithm; analysis-compression technique; application-dependent analysis; approximation; bandwidth constraint; black and white documents; conditioning region of support; experimental results; global statistics; high order statistical modeling; input image; local statistics; lossless compression; lossy compression; modeling techniques; output bit stream; performance; progressive transmission; weighting coefficients; Approximation algorithms; Bandwidth; Costs; Image analysis; Image coding; Image processing; Image storage; Propagation losses; Statistics; Streaming media;
Conference_Titel :
Image Analysis and Interpretation, 1996., Proceedings of the IEEE Southwest Symposium on
Conference_Location :
San Antonio, TX
Print_ISBN :
0-7803-3200-8
DOI :
10.1109/IAI.1996.493742