LayoutLM - Multimodal Pre-training for Document Understanding

About Model

LayoutLM is a Transformer-based model designed for document AI tasks, integrating text and layout information to enhance document image understanding. Pre-trained on the IIT-CDIP dataset, it achieves state-of-the-art results in various structured document processing applications, such as form understanding, receipt recognition, and document classification. The model effectively captures the spatial relationships between text elements, making it particularly useful for OCR-based workflows, invoice processing, and automated document analysis. Available in different configurations, LayoutLM is a foundational model for modern AI-driven document processing solutions.