FORM-based Document Understanding Sequential Model
Mr. Chetan Dalave, Mrs. Anushka Lodh, Mrs. Monika Bandal, Mrs. Priyanka Awalekar, Mrs. Vanita Babanne · International Journal for Research in Applied Science and Engineering Technology · 2023
Abstract: Image recognition and optical character recognition technologies have become an integral part of our daily lives due to the ever-increasing power of computing and the ubiquity of scanning devices. Sequence modeling has performed state-of-theart on natural. Language and document comprehension tasks. However, this is the challenge of properly serializing tokens into form-like documents in practice due to the variety of layout patterns. We propose FormNet, a structure-aware layout model that reduces most serialization of forms. Form-based documents with the help of the OCR, we can search and recognize the text in documents and can easily convert them into human-readable text. It motivates us to make life simple to read the data which is unstructured as we convert it into a structured and simple format so that it becomes easy to read vast textual data.