AI / Machine Learning / cv-08

OCR-Free Document Vision Extractor

Turns image and video streams into automated inspection, safety, and operational intelligence.

OCR-Free Document Vision Extractor project visual

Commercial Scale

$27,950 USD

Risk Reduced

Automation Reliability

Executive Situation

Legacy scans had poor OCR performance because handwriting, stamps, and nonstandard layouts broke traditional text extraction workflows.

Modular Solutions Response

We trained an OCR-free vision encoder-decoder on document images and structured targets, then added schema validation and confidence-based repair prompts. The extractor handles tables, stamps, and mixed orientation pages with fewer preprocessing assumptions.

Industry

Enterprise Operations

Category

Computer Vision & Spatial Intelligence

Specialty

Optimized

Evidence Basis

Model + MLOps

DonutSwin TransformerFastAPIRabbitMQ

parameters

201M vision encoder-decoder

latency

730ms page parse

training

121 GPU hours

loss

L = CE(sequence tokens)

Enterprise Security Gate

Network Access Restricted.

Detailed files, client-specific assumptions, and delivery channels remain controlled.