Information extraction from historical handwritten document images with a context-aware neural model.

•Two methods to extract information from structured handwritten document images.•They are lexicon free, work at image level without any intermediate transcription.•They model the structure of information elements by analyzing the words relations.•Validation using a public dataset, outperforming the state of the art.