Digital Image Processing & Computer Vision

Software Consultancy

We turn visual data into actions—combining object detection, quality inspection, OCR, and end-to-end automation pipelines to convert camera streams into real-time, business-ready decisions. On the factory floor we catch surface and assembly defects; in logistics we automate pallet/carton counts and damage checks; in retail we verify shelf compliance and stock; in safety we trigger PPE and restricted-area alerts. All solutions integrate cleanly with PLC/SCADA, MES/ERP, and CRM systems. Deploy at the edge (Jetson/industrial PCs), on-prem, or in the cloud. For low-latency inference we use TensorRT/ONNX/OpenVINO and layer in real-time rules with event-driven alerts. OCR extracts serial/part/lot numbers and document fields; detection and segmentation models (e.g., YOLO, U-Net/Mask R-CNN) enable pixel-level quality decisions. The full pipeline is secured with encryption and access controls and aligned with GDPR/KVKK.

What We Build

Quality Inspection & Anomaly Detection

Surface defects, assembly errors, color/label mismatches, dimensional checks

Object Detection & Counting

Products/vehicles/people, line and warehouse monitoring, queue/occupancy analytics, heatmaps.

Segmentation & Classification

Pixel-level masks (U-Net/Mask R-CNN) and class-based quality decisions.

OCR & Codes

Serial/lot numbers, invoices/labels, barcode/QR validation.

Tracking, Pose & 3D

Multi-object tracking, skeleton/pose, stereo/depth for volume and distance measurement.

Video Analytics & Rules

PPE compliance, zone/line violations, speed/time-based alerts.

Integrations & Architecture

Shop-Floor & Systems: PLC/SCADA (OPC UA, Modbus), MES/ERP/CRM; MQTT/REST/gRPC; Andon/alerting.
Deployment: Edge (NVIDIA Jetson/industrial PCs), on-prem, or cloud; containerized with Docker/Kubernetes.
Performance & Security: TensorRT/ONNX/OpenVINO acceleration; encrypted links; on-device processing for privacy.

Use Cases

Manufacturing: Surface defect analysis, assembly verification, dimensional checks, end-of-line QA.
Logistics/Warehouse: Pallet/carton counting, cubing/volume, damage detection, shelf/stock verification.
Retail: Planogram compliance, shelf-gap detection, customer flow and dwell analytics.
Safety/Compliance: PPE detection, restricted-area violations, fall/hazard detection.
Agriculture & Food: Grading/classification, ripeness/defect detection, foreign-object detection.
Healthcare (assistive): Pre-analysis and triage support for medical imagery.

Tech Expertise

OpenCV, PyTorch, TensorFlow, YOLO, Detectron2, MMDetection, U-Net, Mask R-CNN, NVIDIA DeepStream, ONNX Runtime, OpenVINO, CVAT, DVC, MLflow, Prometheus, Grafana

Delivery Approach

Discovery & Optics/Lighting Audit → KPI targets
Rapid POC/MVP → field-testable in weeks
Production Hardening → optimization, acceleration, integration, alerting
Monitoring & Continuous Improvement → drift, A/B tests, regular reports
Training & Handover → docs and ops enablement

Software Consultancy