Computer Vision

Custom computer vision systems for defect detection, quality inspection, safety monitoring, inventory tracking, and OCR — deployed for real-time inference on the production line or at the edge.

See defects before they ship. Monitor safety at scale.

How TechWin Labs delivers this service

Data strategy

Data strategy — collection, labeling, augmentation, and quality validation for your use case

Model development

Model development — train and benchmark detection, classification, or segmentation models

Deployment

Deployment — edge inference on line, cloud batch processing, or hybrid architecture

Integration & monitoring

Integration & monitoring — connect to MES, alerting, dashboards, and continuous retraining pipeline

Common use cases

Manufacturing quality inspection

Real-time weld, surface, and assembly defect detection on the production line with instant alerts.

Safety & PPE monitoring

Automated detection of safety violations, restricted zones, and PPE compliance on job sites and warehouses.

Inventory & asset tracking

Visual counting, shelf monitoring, and asset location tracking via camera feeds.

Document & label OCR

High-accuracy text extraction from shipping labels, invoices, forms, and product markings.

Outcomes teams care about

99%+ detection accuracy on trained defect classes
Real-time alerts — catch issues before they leave the line
Reduced labor costs on repetitive visual inspection
Full traceability for quality audits and compliance
Scalable inspection capacity without adding inspectors

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