OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition

arXiv:2403.19128v1 Announce Type: new
Abstract: Recently, visually-situated text parsing (VsTP) has experienced notable advancements, driven by the increasing demand for automated document understanding and the emergence of Generative Large Language Models (LLMs) capable of processing document-based questions. Various methods have been proposed to address the challenging problem of VsTP. However, due to the diversified targets and heterogeneous schemas, previous works usually design task-specific architectures and objectives for individual tasks, which inadvertently leads to modal isolation and complex workflow. In this …

arxiv cs.cv extraction framework information information extraction key recognition table text type