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A hieroglyphic classifier using the Siamese network. Also adding a language model to increase performance.

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AsmaaSobhyy/Hieroglyphic-classifier

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Hieroglyph-classifier

This is a deep learning approach to classify the glyphs into their corresponding Gardiner's codes using the Siamese network by performing a pairwise comparison with a labeled batch which got accuracy of 85%. However performing the comparison with 3 labeled arrays increases the accuracy to 87.5%. Finally adding a tri-gram language model increased the accuracy even more to 88.5%

This is the classification part of a hieroglyphic translator found here!

Dataset

The dataset used is The one used here!
The context for the language model is found in Assets/EGYPT_DICTIONARY.csv.

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A hieroglyphic classifier using the Siamese network. Also adding a language model to increase performance.

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