Learning from Imperfections: Building Datasets with Probabilistic Alignment of Handwritten Text
Georgia
Broschiertes Buch

Learning from Imperfections: Building Datasets with Probabilistic Alignment of Handwritten Text

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The word images must be able to be described by parameters extracted from a Con-volutional Neural Network (CNN). This to determine what words look similar. The similarity of word images is what is used to create an alignment. The algorithm finds words that are common in the text and identifies these by the shape of the word image and its position on the page. It uses the features it creates for each image to return an alignment, linking words in the transcript to word images given the similarity of reoc-curring words in the text. These words are added as labelled images to a data set. A labell...