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Text Recognition and Classification in Floor Plan Images.

2019 INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION WORKSHOPS (ICDARW) AND 13TH IAPR INTERNATIONAL WORKSHOP ON GRAPHICS RECOGNITION (GREC 2019), VOL 1(2019)

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摘要
In this paper we present a method for text recognition in floor plan images. In particular, we are concerned about locating, reading, and categorizing text inside floor plan images to obtain information about the building. Furthermore, the aim of this paper is to compare traditional text detection methods, based on image processing techniques, with recent approaches relying on convolutional neural networks. To improve results we combined several methods outperforming the original ones. Text regions are also classified in four semantic classes according to their purpose. Two datasets with different features, including quality and size, were considered in the experiments performed.
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关键词
Floor plan analysis, text recognition in graphics, convolutional neural networks
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