A Hybrid Approach for Document Layout Analysis in Document images

arXiv:2404.17888v1 Announce Type: new
Abstract: Document layout analysis involves understanding the arrangement of elements within a document. This paper navigates the complexities of understanding various elements within document images, such as text, images, tables, and headings. The approach employs an advanced Transformer-based object detection network as an innovative graphical page object detector for identifying tables, figures, and displayed elements. We introduce a query encoding mechanism to provide high-quality object queries for contrastive learning, enhancing efficiency in the decoder phase. We …

abstract advanced analysis arxiv complexities cs.cv detection document hybrid hybrid approach images network object page paper tables text transformer type understanding