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Special Forums News, Links, Events and Announcements UNIX and Linux RSS News Training Set Compression by Incremental Clustering Post 302499118 by Linux Bot on Wednesday 23rd of February 2011 09:00:01 AM
Old 02-23-2011
Training Set Compression by Incremental Clustering

HPL-2011-25 Training Set Compression by Incremental Clustering - Li, Dalong; Simske, Steven
Keyword(s): Clustering, Support vector machine, KNN, Pattern recognition, CONDENSE.
Abstract: Compression of training sets is a technique for reducing training set size without degrading classification accuracy. By reducing the size of a training set, training will be more efficient in addition to saving storage space. In this paper, an incremental clustering algorithm, the Leader algorithm, ...
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SHAPECLUSTERING(1)														SHAPECLUSTERING(1)

NAME
shapeclustering - shape clustering training for Tesseract SYNOPSIS
shapeclustering -D output_dir -U unicharset -O mfunicharset -F font_props -X xheights FILE... DESCRIPTION
shapeclustering(1) takes extracted feature .tr files (generated by tesseract(1) run in a special mode from box files) and produces a file shapetable and an enhanced unicharset. This program is still experimental, and is not required (yet) for training Tesseract. OPTIONS
-U FILE The unicharset generated by unicharset_extractor(1). -D dir Directory to write output files to. -F font_properties_file (Input) font properties file, where each line is of the following form, where each field other than the font name is 0 or 1: 'font_name' 'italic' 'bold' 'fixed_pitch' 'serif' 'fraktur' -X xheights_file (Input) x heights file, each line is of the following form, where xheight is calculated as the pixel x height of a character drawn at 32pt on 300 dpi. [ That is, if base x height + ascenders + descenders = 133, how much is x height? ] 'font_name' 'xheight' -O FILE The output unicharset that will be given to combine_tessdata(1). SEE ALSO
tesseract(1), cntraining(1), unicharset_extractor(1), combine_tessdata(1), unicharset(5) http://code.google.com/p/tesseract-ocr/wiki/TrainingTesseract3 COPYING
Copyright (C) Google, 2011 Licensed under the Apache License, Version 2.0 AUTHOR
The Tesseract OCR engine was written by Ray Smith and his research groups at Hewlett Packard (1985-1995) and Google (2006-present). 02/09/2012 SHAPECLUSTERING(1)
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