← Back to Projects German Invoice Extraction with OCR + Layout Models
Turn German invoices into structured, validation-ready data using OCR, layout-aware extraction, and API-friendly outputs.
Categories
CVNLP
Tech Used
Tesseract OCRPaddleOCRHugging Face TransformersPyTorchOpenCVRegexspaCypandasNumPyFastAPIFlaskStreamlitCSSDocker
Problem
Finance and operations teams receive invoices in many layouts and scan qualities, making manual field extraction slow, inconsistent, and difficult to automate.
Approach
- Built a robust OCR pipeline to capture invoice text across varied document quality
- Combined layout-aware document modeling with field-level post-processing for structured extraction
- Added validation logic and export-ready outputs for downstream systems and review workflows
Results
- Reliable extraction workflow for key invoice fields across changing layouts
- Cleaner structured data for finance automation, dashboards, and human review