An end-to-end neural network deciphers the Copiale cipher directly from line-level images to German plaintext without any transcription step, using pretraining on generic handwriting followed by cipher-specific fine-tuning.
InProceedings of the 4th Workshop on Building and Using Comparable Corpora: Comparable Corpora and the Web, pages 2–9
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Learning to Decipher from Pixels -- A Case Study of Copiale
An end-to-end neural network deciphers the Copiale cipher directly from line-level images to German plaintext without any transcription step, using pretraining on generic handwriting followed by cipher-specific fine-tuning.