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OCR LayoutLMv3 Invoice

Developed by jinhybr
An invoice recognition model fine-tuned based on LayoutLMv3-base, trained on the wild_receipt dataset, excelling in extracting structured information from invoices.
Downloads 340
Release Time : 11/7/2022

Model Overview

This model is an OCR model optimized for invoice text recognition, capable of accurately identifying and classifying various information fields on invoices.

Model Features

High-precision Invoice Recognition
Achieves 87.65% precision and 88.12% recall on the wild_receipt dataset.
Based on LayoutLMv3 Architecture
Utilizes advanced vision-language pre-training models, combining text and layout information for recognition.
End-to-End Training
Learns text and layout features directly from raw invoice images.

Model Capabilities

Invoice Text Recognition
Structured Information Extraction
Document Field Classification

Use Cases

Financial Automation
Invoice Information Extraction
Automatically extracts key information such as amount, date, and merchant from various invoices.
Accuracy 92.68%, F1-score 87.89%
Corporate Reimbursement
Reimbursement Form Processing
Automatically identifies and classifies various expenses on reimbursement documents.
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