Vision
Automotive
Detection
Black-on-Black Felt & Clip Inspection
Detects presence of black felts, bolts, holes, and clips on black plastic components — including a UV-light variant for zero-contrast parts.
UV rig
zero contrast
/ The Challenge
Black components on black parts gave no visual contrast; missing felts and clips escaped to assembly.
/ What We Deployed
Engineered lighting (including UV) plus detection models verify every felt, bolt, hole, and clip; rejection fires on any absence.
/ The Results
- Zero-contrast parts inspected reliably
- Missing-clip escapes stopped
- Brand switch-over in software
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Black Glue Detection on Glass
Verifies black glue presence and continuity on black primer while the robot applies it — on gap detection the robot stops and the glass is reworked.
In-cycle robot control
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Welding Quality Inspection — OK / Loose / Burnt
Classifies every weld as OK, Loose, or Burnt and verifies Normal vs Side position — a part passes only with OK quality in Normal position.
3-class weld grading
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Vision
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Weld Bead Measurement
Measures weld bead width, height, and continuity automatically against quality standards — objective weld measurement without manual gauges.
100% welds measured
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