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Document Intelligence OCR System

End-to-end document processing combining Tesseract OCR, OpenCV preprocessing, and transformer-based extraction to extract structured data from invoices and receipts.

Tesseract
OpenCV
HuggingFace Transformers
LayoutLM
FastAPI

Overview

Intelligent document processing pipeline for automated data extraction from invoices and receipts.

Architecture

  • OpenCV preprocessing for image enhancement
  • Tesseract OCR for text extraction
  • LayoutLM/Donut for structured field extraction
  • Validation rules and confidence scoring
  • FastAPI serving endpoint

Key Features

  • Multi-format document support (PDF, images)
  • Field-level confidence scoring
  • Custom validation rules per document type
  • Batch processing capability