Computer Vision Software Development

Real-time detection, classification, and tracking of objects in images or video streams — for safety, security, retail analytics, and process automation.

Automated defect detection on production lines — surface flaws, missing components, dimensional anomalies — running on edge devices or factory servers.

Extract structured data from invoices, IDs, forms, receipts, handwriting, and multilingual documents — combining OCR engines with layout and language models.

Face detection, recognition, and liveness checks for authentication, access control, and customer experience — with privacy-by-design and regulatory awareness.

Crowd counting, dwell-time analysis, vehicle tracking, behavior recognition, and event detection across CCTV networks and IP camera feeds.

Image-based product search, automatic content tagging, and visual recommendation engines — powered by embedding models and vector retrieval.

Most CV projects live or die on data. We help design capture protocols (camera placement, lighting, angles), labeling guidelines, and active learning loops to maximize labeling ROI.

Latency, bandwidth, privacy, and cost dictate where models run. We design deployments across NVIDIA Jetson, mobile, browser, on-prem servers, and cloud GPUs based on real constraints.

Lab models break under real-world lighting, motion blur, occlusion, and unexpected inputs. We design augmentation, domain-adaptation, and fallback logic to handle the messy reality.

Many CV use cases need 30+ FPS on constrained hardware. We optimize with quantization, pruning, TensorRT, ONNX Runtime, and hardware-aware model design.

Vision rarely lives alone — it feeds MES systems, WMS, EHR, CRM, or alerting platforms. We design integration points up front, not as an afterthought.

Faces, license plates, and PHI demand careful handling. We bake redaction, encryption, retention policies, and audit logs into the system — not just the docs.

Data collection design, labeling pipelines, model training, edge deployment, and production monitoring — handled by one team, not stitched together.

Real-world CV often runs on constrained hardware. We have shipped production systems on Jetson, Coral, mobile, and browser — not just cloud GPUs.

ISO 27001-aligned. On-device processing, encrypted transport, automatic redaction of faces and plates where required, and audit logging by default.

Vietnam-based senior team with competitive rates. We use pre-trained models and transfer learning aggressively to keep budgets reasonable.

Drift detection, false-positive/false-negative tracking, model versioning, and rollback — built in, not bolted on after the demo lands.

More than a decade shipping software across healthcare, finance, retail, logistics, and SaaS. Vision projects sit on top of that foundation.