Document AI

Document AI focuses on automatically understanding and extracting information from diverse document types, bridging natural language processing and computer vision. Current research emphasizes multimodal models, often employing transformer architectures (like LayoutLMv3) and incorporating pre-training techniques to improve performance on tasks such as layout analysis, information extraction, and document image restoration. These advancements are driving improvements in efficiency and accuracy across various applications, from streamlining healthcare workflows to enhancing financial services and industrial processes.