|
The paper presents the application of the LayoutLM model to automatically extract information from complexly organized texts and examines the significance of effective information retrieval in many fields.
A subset of the RVL-CDIP dataset, including 400,000 photos arranged into 16 classes with a cap of 200 images per class, is the subject of this study.
There are three sets of the dataset: training, validation, and testing. The papers are categorized using LayoutLMv2 and version 1, with accuracy rates of 80.94% and 68.75%, respectively.
The study shows how well LayoutLM analyzes and comprehends a variety of document forms and contents.
|