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We propose a method for binary object classification to make lossy compression of document images. The double-pass dictionary formation consists in a Pattern Matching & Substitution (PM&S) algorithm that firstly makes a classification of all objects using Tanimoto distance, whereas the second pass consists of a classification of just the patterns chosen on the first pass in dictionary formation...
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