Title :
Using Corner Feature Correspondences to Rank Word Images by Similarity
Author :
Rothfeder, Jamie L. ; Feng, Shaolei ; Rath, Toni M.
Author_Institution :
University of Massachusetts
Abstract :
Libraries contain enormous amounts of handwritten historical documents which cannot be made available on-line because they do not have a searchable index. The wordspotting idea has previously been proposed as a solution to creating indexes for such documents and collections by matching word images. In this paper we present an algorithm which compares whole word-images based on their appearance. This algorithm recovers correspondences of points of interest in two images, and then uses these correspondences to construct a similarity measure. This similarity measure can then be used to rank word-images in order of their closeness to a querying image. We achieved an average precision of 62.57% on a set of 2372 images of reasonable quality and an average precision of 15.49% on a set of 3262 images from documents of poor quality that are even hard to read for humans.
Keywords :
Character recognition; Detectors; Handwriting recognition; Image retrieval; Image segmentation; Indexing; Information retrieval; Libraries; Optical character recognition software; Pixel;
Conference_Titel :
Computer Vision and Pattern Recognition Workshop, 2003. CVPRW '03. Conference on
Conference_Location :
Madison, Wisconsin, USA
Print_ISBN :
0-7695-1900-8
DOI :
10.1109/CVPRW.2003.10021