Layoutlmv3 Large Finetuned Funsd
A fine-tuned version of the LayoutLMv3-large model based on the FUNSD dataset, specializing in document intelligence understanding tasks
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Release Time : 4/18/2022
Model Overview
This model is a fine-tuned version of Microsoft's LayoutLMv3 series, specifically designed for document layout understanding and semantic analysis tasks, demonstrating excellent performance on the FUNSD dataset.
Model Features
Document Intelligence Understanding
Capable of understanding document layout structures and semantic content, identifying text blocks and their relationships
High-precision Performance
Achieves an F1 score of 92.15 on the FUNSD dataset test set
Multimodal Processing
Processes both text and visual information simultaneously to understand the complete context of documents
Model Capabilities
Document Layout Analysis
Text Block Classification
Document Semantic Understanding
Form Understanding
Use Cases
Document Processing
Form Understanding and Analysis
Automatically identifies and classifies fields in forms and their relationships
Achieves 92.15 F1 score on the FUNSD dataset
Document Digitization
Converts scanned documents into structured data
Enterprise Automation
Invoice Processing
Automatically extracts key information from invoices
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