Computer Vision & ML

Vision and machine learning where physical work happens: production lines, robotic cells, document flows. Inspection systems that catch defects humans miss, vision pipelines that guide robots in real time, and OCR that turns industrial paperwork into structured data the rest of your stack can use.

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Industrial Inspection & Defect Detection

Camera-based inspection on production lines: surface defects, missing parts, misaligned components, dimensional checks, presence and orientation verification. Trained on your parts and your lighting, deployed at the line with pass/fail signals into the PLC and rich data into the historian. Adjacent uses: package and label inspection in logistics, crop and livestock monitoring in agriculture, infrastructure inspection from drones or fixed cameras.

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Vision-Guided Robotics & Automation

Vision pipelines that tell robots and machines where to act: pick-and-place from bins or conveyors, pose estimation, bin picking, palletizing with mixed SKUs, machine tending, quality-driven sorting. Tight coupling between the camera, the model, and the PLC or robot controller, with cycle times that match the line.

847200310026
Invoice:INV-00482
Date:2026-03-15
Vendor:Acme Corp.
Batch:LOT-2026-04-A12
Serial:SN 8472-0031
Total:$4,280.00
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OCR, Barcodes & Industrial Document Understanding

Reading 1D barcodes (Code 128, GS1-128, EAN), 2D codes (Data Matrix, QR), DPM-marked parts, plus printed and handwritten paperwork: work orders, labels, traceability tags, invoices, delivery notes, certificates. Layout-aware extraction goes beyond raw text to structured fields with validation rules, confidence scoring, and human review queues for the cases the model isn't sure about. Output flows straight into ERP, MES, WMS, or your data lake.

PyTorch
PyTorch
YOLO / Ultralytics
YOLO / Ultralytics
OpenCV
OpenCV
NVIDIA Jetson
NVIDIA Jetson
Keyence
Keyence
C++
C++
Python
Python
Hugging Face
Hugging Face
Cognex
Cognex
Halcon
Halcon
FastAPI
FastAPI
Docker
Docker
Tech stack

Standard deliverables

At the end of every project you receive, by default:

Commissioned system

The machine or cell itself, built, installed and running on your floor, tested against the agreed spec.

Program files & backups

PLC, HMI and robot programs plus project backups, handed over so your team can maintain the system.

Schematics & wiring

Electrical schematics, network diagrams, panel layouts where applicable.

Operations documentation

How the system works, how it's deployed, how to keep it running.

Team training

Walkthrough sessions for your engineers, operators, or maintenance team.

Acceptance test report

Written test results against the criteria agreed up front. Pass/fail, traceable.

Bug-fix warranty

Defined warranty period in every contract. We fix what we shipped.

Spare parts list

Recommended spares and a full bill of materials, so service and replacements stay easy.

Frequently asked questions

Ready to build something great?

Let's discuss your project and see how we can help bring your vision to life.

Computer Vision & ML - NovaWorks