Please contact me before ordering. Each package covers one agreed task. Dataset size, annotation requirements, target classes or keypoints, deliverables, and deployment requirements must be confirmed before work begins. Existing datasets are subject to availability and licensing.
Typical scenarios include, but are not limited to:
- Industrial quality inspection defect detection, surface anomaly recognition, assembly verification, and production-line visual inspection.
- Retail store monitoring customer flow analysis, shelf and inventory monitoring, queue detection, and suspicious-behavior alerts.
- LLM deployment for event recognition (Qwen3B / 3.5B) deploying and fine-tuning Qwen3B or 3.5B-scale models for event understanding, text-based event extraction, and intelligent alerting.
- Traffic recognition vehicle detection, license plate recognition, traffic-flow counting, violation detection, and road-scene understanding.
- Work-safety monitoring PPE compliance (helmets, vests, gloves), dangerous-area intrusion, fire and smoke detection, fall detection, and unsafe-behavior recognition.