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Computer Vision Contractor - Packaging OCR Pipeline

Grace Kim

Freelance · Mid-level · Chicago

About the role

This is a short, focused contract for someone who can improve an OCR and packaging recognition pipeline that currently works just well enough to be annoying. We have the images, the failure samples, and the business need. We need the engineer who can make the pipeline materially better without reinventing the whole thing.

Key Deliverables

List the expected deliverables for this project.

  • Audit the current OCR and recognition workflow and identify the major quality bottlenecks
  • Improve extraction accuracy on packaging images with inconsistent lighting and layout
  • Package the revised workflow so the internal team can run and maintain it
  • Share practical recommendations for future dataset collection
  • Keep scope focused on measurable gains rather than overengineering

Requirements

Technical stack needed for this mission.

  • Strong experience in applied computer vision contracting or consulting
  • Python for pipeline work and experimentation
  • Computer Vision experience in OCR or document/image understanding
  • PyTorch for model tuning or replacement components
  • Docker for reproducible delivery
  • NumPy for image and data analysis

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Contract Type

Fixed-price

Level

Mid-level

Budget Range

$18,000 - $24,000

Duration

6 weeks

AI Expertise

Computer Vision & Deep Learning computer vision

Skills

python computer vision pytorch docker numpy

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