Open-source layoutlmv3-finetuned-cord model - Free deployment for efficient document tagging and classification

Layoutlmv3 Finetuned Cord

Developed by nielsr

A document understanding model fine-tuned on the CORD dataset based on LayoutLMv3, excelling in document token classification tasks

Text Recognition

Transformers

#Document Understanding #High-precision OCR #Structured Data Extraction

Downloads 617

Release Time : 5/2/2022

Model Overview

This model is a fine-tuned version of Microsoft's LayoutLMv3 architecture, specifically designed for document token classification tasks in the CORD dataset, capable of accurately identifying and classifying text elements in documents

Model Features

High-precision Document Understanding

Achieves over 96% F1 score on the CORD dataset, accurately identifying various text elements in documents

Multimodal Processing Capability

Combines textual content and visual layout information for comprehensive analysis

End-to-End Training

Supports complete processing from raw document images to final classification results

Model Capabilities

Document Token Classification

Document Layout Analysis

Text Element Recognition

Structured Document Understanding

Use Cases

Document Processing

Receipt Information Extraction

Automatically extracts merchant, date, amount and other information from scanned receipts

96.8% accuracy

Table Data Recognition

Identifies table structures in documents and extracts content

Financial Automation

Invoice Processing

Automates enterprise invoice processing to extract key financial information

Property	Details
Model Type	Fine - tuned version of microsoft/layoutlmv3 - base for token classification
Training Data	CORD dataset
Metrics	Precision, Recall, F1, Accuracy

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	2.0	100	0.5257	0.8223	0.8555	0.8386	0.8710
No log	4.0	200	0.3200	0.9118	0.9281	0.9199	0.9317
No log	6.0	300	0.2449	0.9298	0.9424	0.9361	0.9465
No log	8.0	400	0.1923	0.9472	0.9536	0.9504	0.9597
0.4328	10.0	500	0.1857	0.9591	0.9656	0.9623	0.9682
0.4328	12.0	600	0.2073	0.9597	0.9618	0.9607	0.9656
0.4328	14.0	700	0.1804	0.9634	0.9663	0.9649	0.9703
0.4328	16.0	800	0.1882	0.9634	0.9648	0.9641	0.9665
0.4328	18.0	900	0.1800	0.9619	0.9648	0.9634	0.9677
0.0318	20.0	1000	0.1845	0.9620	0.9656	0.9638	0.9682

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Layoutlmv3 Finetuned Cord

Model Overview

Model Features

Model Capabilities

Use Cases

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Model Information

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