\textitTexT TexT - Text Extractor Tool for Handwritten Document Transcription and Annotation

This paper presents a framework for semi-automatic transcription of large-scale historical handwritten documents and proposes a simple user-friendly text extractor tool, \(\textit{TexT}\) for transcription. The proposed approach provides a quick and easy transcription of text using computer assisted interactive technique. The algorithm finds multiple occurrences of the marked text on-the-fly using a word spotting system. \(\textit{TexT}\) is also capable of performing on-the-fly annotation of handwritten text with automatic generation of ground truth labels, and dynamic adjustment and correction of user generated bounding box annotations with the word being perfectly encapsulated. The user can view the document and the found words in the original form or with background noise removed for easier visualization of transcription results. The effectiveness of \(\textit{TexT}\) is demonstrated on an archival manuscript collection from well-known publicly available dataset.