We build real-time inspection and manufacturing-intelligence systems for mass-pack production—especially aluminium cans and glass bottles. Our software turns images from multi-camera rigs into on-line decisions and integrates with PLCs, SCADA, and MES to close the loop on the line.
LuxTronic designs real-time, high-throughput inspection systems for high-volume manufacturing:
- Aluminium Cans: dents/dings, rim/neck deformation, flange damage, varnish/print defects, internal coating, ends & tabs (score, rivet, curl)
- Glass Bottles: finish/neck cracks, base checks, inclusions, sidewall cracks, contamination, blister/cord/stones
- 360° Vision Rigs: multi-camera area/line-scan, strobed lighting, sub-ms triggering, deterministic reject timing
- Edge AI Systems: sub-millisecond inference across Jetson/x86; optimized pipelines with deterministic latency
- Industrial Integration: encoders, digital I/O, rejecters; OPC UA / MQTT / Modbus; PLC, SCADA, MES connectivity
Our systems produce rich defect tracking and per-unit lineage (time, lane, turret/mold/cavity) and feed into SPC dashboards, trend analytics, and automated response logic.
We build for reliability, speed, and production constraints:
- Computer Vision: OpenCV, segmentation, detection, cylindrical unwrap, 360° registration
- AI / ML: PyTorch, TensorRT, ONNX Runtime, classical ML for rare-event detection
- Edge Acceleration: Jetson, embedded GPUs, x86 inference pipelines, zero-copy video IO
- Industrial Protocols: OPC UA, MQTT, Modbus, deterministic I/O
- Quality Intelligence: defect lineage, trend modeling, SPC integration, root-cause analytics
LuxTronic sponsors open-source projects advancing packaging-line computer vision, including can/bottle inspection, cylindrical surface processing, and high-speed edge deployment.
Sponsorship includes free AI coding-agent compute plus hands-on engineering support.
- Container inspection datasets & labeling tools
- cylindrical unwrap, 360° registration, annotation pipelines
- Synthetic data for reflective metals & glass
- glare/ghosting suppression, domain-specific renders
- High-speed inference runtimes
- Jetson/x86 optimization, zero-copy video IO, pipeline acceleration
- Industrial protocol connectors & test harnesses
- OPC UA, MQTT, Modbus for PLC/SCADA/MES
- Calibration, timing, and synchronization utilities
- area-scan / line-scan tools, encoder alignment
- AI coding-agent compute resources
- Model implementation, optimization, and profiling
- tuned to meet real packaging-line latency budgets
- Protocol adapters and system-integration support
- Test coverage and documentation improvements for mission-critical paths
Email [email protected] with:
- Repository URL
- Packaging/inspection relevance
- Where CV/ML or industrial integration is central
- How sponsorship will accelerate your project
We welcome contributors, researchers, and industrial engineers.
Look for labels such as:
good first issuehelp wantedindustrial-cv
We collaborate on:
- low-latency inspection pipelines
- calibration and synchronization tools
- defect-schema and metadata standards
- high-throughput inference and analytics
If you’re working on industrial CV/ML, synthetic data, or line-integration tools, we’d love to talk.
- Website: https://www.luxtronic.ai
- LinkedIn: https://www.linkedin.com/company/luxtronicai/
- Open-Source Contact: [email protected]
If you’re obsessed with defect detection, manufacturing intelligence, or high-speed industrial AI, you’re in the right place. 🥫📦⚙️
