High-Speed Steel Defect Detection
Eliminate inspection escapes and costly product recalls. Detect surface cracks, inclusion pits, and roll marks in real-time using locally hosted computer vision directly on production lines.
The High Cost of Surface Anomalies
Surface defects like inclusion pits, scratches, and cracks jeopardize structural integrity and lead to expensive client rejections.
Human Visual Fatigue
Manual inspections on fast-moving casting lines miss critical defects. Inspectors experience cognitive fatigue within minutes, allowing cracks to escape.
Inefficient Cloud Latency
Sending raw gigapixel video frames to the cloud for processing is too slow. High network latency prevents automated machinery from shutting down in time.
Harsh Factory Conditions
Traditional inspection hardware fails in high-temperature, dusty mill environments. Systems lack the robust edge enclosures needed for continuous steel-rolling lines.
How It Works Under the Hood
Real-time visual feeds are captured by high-frequency industrial cameras and parsed instantly within milliseconds inside our ruggedized edge computers.
Gigapixel Video Feed
Continuous surface monitoring via high-speed GigE industrial cameras under structured LED bar lighting.
Local Edge YOLOv8
A highly optimized, hardware-accelerated computer vision model analyzes frames at 30+ FPS inside your private factory network.
Diverter Output
Defect classes and localization coordinates are published immediately to activate PLC switches or mark defects physically.
Want to test this with your own surface defect logs?
Send us sample video clips or raw surface images, and our vision engineers will run a free audit analysis.
Request a Free Detection AnalysisDesigned for Heavy Industry
Optimize product grade classification and process loops on continuous assembly lines.
Roll-Mark Audits
Identify repeating defects caused by damaged work-rolls immediately, preventing thousands of meters of ruined strip sheets.
Structural Beam Audit
Verify surface cracks and inclusions on structural H-beams and angles during cooling to maintain standard regulatory codes.
Pipe Quality Control
Examine seamless steel pipeline seams continuously for micro-fractures to avoid high-pressure failures in downstream applications.
Export Grading
Digitally classify steel coils into clear quality grades, generating automatic compliance inspection logs for custom auditing.
Structured Edge Output
Local Processing
Runs entirely on local factory edge accelerators with zero reliance on cloud connections.
Detailed Label Mapping
Returns precise coordinates, confidence thresholds, and defect sizes ready for PLC integration.
Industrial Grade Security
Raw material logs never exit the factory firewall, ensuring complete proprietary confidentiality.
{
"status": "defect_detected",
"timestamp": 1783058414,
"line_id": "casting_line_3",
"defects": [
{
"class": "inclusion_pit",
"confidence": 0.985,
"bounding_box": [120, 450, 180, 495],
"area_sq_mm": 27.5
},
{
"class": "surface_crack",
"confidence": 0.962,
"bounding_box": [840, 1100, 865, 1350],
"length_mm": 250.0
}
]
}
Frequently Asked Questions
Zero Defective Shipments. 100% Quality Assurance.
Eliminate inspection delays. Discuss edge computer vision integrations for your factory production lines.