LAIF: AI, Deep Learning for Germany Suetterlin Letter Recognition and Generation

December 30, 2020 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Enkhtogtokh Togootogtokh, Christian Klasen arXiv ID 2101.10450 Category cs.CV: Computer Vision Cross-listed cs.LG Citations 0 Venue arXiv.org Repository https://github.com/enkhtogtokh/LAIF โญ 1 Last Checked 1 month ago
Abstract
One of the successful early implementation of deep learning AI technology was on letter recognition. With the recent breakthrough of artificial intelligence (AI) brings more solid technology for complex problems like handwritten letter recognition and even automatic generation of them. In this research, we proposed deep learning framework called Ludwig AI Framework(LAIF) for Germany Suetterlin letter recognition and generation. To recognize Suetterlin letter, we proposed deep convolutional neural network. Since lack of big amount of data to train for the deep models and huge cost to label existing hard copy of handwritten letters, we also introduce the methodology with deep generative adversarial network to generate handwritten letters as synthetic data. Main source code is in https://github.com/enkhtogtokh/LAIF repository.
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