In Hangzhou, KeJie Network provides one-stop AI camera model training and platform integration. We do not ship generic demos: we capture data on your site, annotate, train and deploy a purpose-built model, then write the recognition results straight into your information systems.
This Episode: Platform Integration
Around platform integration, we handle camera selection and mounting design, sample collection and annotation, model training and edge deployment, plus integration development to your interface specification, commissioned until live WMS/WCS data flows end to end. Requirements not listed here can be customised too — if you can describe it, we can train it.
Common Capabilities
Bin empty/full detection (storage bins, ASRS cells, buffer positions), personnel intrusion and safety-zone alarms with optional helmet and hi-vis vest checks, pallet and bin counting, high-speed 1D/2D/DMC code reading, AGV/AMR docking and pose judgement, early fire detection redundant with smoke and heat sensors, aisle occupancy and work-safety monitoring, and equipment indicator or gauge reading.
Model Training Workflow
Data collection (site cameras, phones or archive footage across varied light, angle, glare and occlusion) → annotation (bounding boxes, instance segmentation, keypoints, classification) → model training (pretrained fine-tuning plus hard-example mining, yielding lightweight edge models) → on-site deployment (edge box, industrial PC or server with incremental updates and remote push) → feedback loop (hard examples collected automatically, models iterated weekly).
Platform Integration
Recognition output is delivered on two channels — structured data and events — over REST/HTTPS callback, WebSocket push, MQTT, TCP Socket, Modbus TCP, OPC UA, direct database access and vendor SDKs, into WMS, WCS/WES, MES, ERP, RCS/AGV dispatching, ASRS control, PLC and host-computer interlocks, and SCADA dashboards.
Delivery Options
Edge appliance (algorithms pre-installed, ready at power-on), algorithm SDK licence (keep your own cameras and servers), integration development (built to your interface document), or a turnkey project (camera, lens and lighting selection, mounting, algorithm, integration and training).
Contact Us Now
Send us site photos or video and we will come back with a feasibility judgement and a training plan. Call 021-69222669 — our consultant replies within 24 hours, and the first demo model usually lands within two weeks.