Problem and data
Latency, connectivity, data sharing and environment determine device selection. Jetson is assessed as an option; model and performance commitments require tests.
Development and integration
Assess JetPack, TensorRT and camera interfaces with project versions. Measure preprocessing, inference and result delivery as one pipeline. Design model updates and local software security.
Evaluation and deployment
Test thermal behaviour, sustained operation, power and network failures. Local storage and synchronisation follow requirements. Desktop results do not establish field performance.