| Component | Tech Suggestions | Why | |-----------|------------------|-----| | | FastAPI (Python) + Uvicorn; optional gRPC for low‑latency | Async, easy to add auth, automatic OpenAPI docs | | Message Queue | RabbitMQ or AWS SQS + Celery workers | Decouples capture from heavy inference, enables retries | | Inference Service | - GPU: PyTorch + TorchServe - CPU/Lite: TensorFlow‑Lite (Android) | State‑of‑the‑art segmentation models; TorchServe gives built‑in health checks | | Crack‑Segmentation Model | U‑Net‑lite (pre‑trained on concrete crack datasets) fine‑tuned on Carlson‑specific images | Good trade‑off between accuracy & speed | | Post‑Processing | OpenCV for contour extraction, SciPy for length/width measurement | Mature, well‑documented | | Database | PostgreSQL (with PostGIS for geospatial queries) | Store metrics, audit logs, user feedback | | Data Lake | AWS S3 (or Azure Blob) with lifecycle policies | Cheap, durable storage for raw & annotated images | | Observability | Prometheus + Grafana + Loki (logs) | Centralized monitoring | | CI/CD | GitHub Actions → Docker Build → Helm Chart → K8s rolling update | Fast, reproducible deployments |
From a legal standpoint, using unauthorized software is a violation of copyright law and the End User License Agreement (EULA). Companies like Carlson invest heavily in R&D, and bypasses undermine the industry's ability to innovate. If a firm is caught using unlicensed software during an audit, the resulting fines often dwarf the original cost of the subscription. carlson photo capture crack
: Once logged in, users typically select a "lightning bolt" icon or a "launch" button to access the project homepage and manage drone data. Security Warning | Component | Tech Suggestions | Why |