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Layoutlmv3 Base Finetuned Funsd
A document AI model fine-tuned on the FUNSD dataset based on the LayoutLMv3-base model, designed for form understanding tasks
Downloads 329
Release Time : 4/18/2022
Model Overview
This model is a fine-tuned version of Microsoft's LayoutLMv3, specifically designed for text and layout understanding in document images, particularly suitable for form understanding tasks.
Model Features
Unified Text-Image Processing
Adopts a unified text and image masking strategy, capable of processing both textual content and visual layout information in documents simultaneously
Form Understanding Optimization
Fine-tuned on the FUNSD dataset, specifically optimized for understanding form documents
Multimodal Pre-training
Combines text, layout, and image information for pre-training, enhancing document understanding capabilities
Model Capabilities
Document Image Understanding
Form Field Recognition
Text Layout Analysis
Document Entity Recognition
Use Cases
Document Processing
Automated Form Processing
Automatically identifies and extracts fields and content from forms
Achieved an F1 score of 90.59 on the FUNSD test set
Document Structure Analysis
Analyzes the layout structure and textual relationships in documents
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