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Vision Electronics DetectionClassification

Cell Assembly Check — Orientation & Sequence

Detects all cells in a battery pack, verifies orientation of each, and inspects the cell sequence for mismatch.

Cell Assembly Check — Orientation & Sequence
Pre-close
cell verify

/ The Challenge

A single reversed or out-of-sequence cell is a fire-risk defect invisible after the lid closes.

/ What We Deployed

Detection verifies presence, orientation, and sequence of every cell against the build recipe before closing.

/ The Results

  • Reversed cells caught pre-close
  • Sequence verified against recipe
  • Fire-risk defects eliminated

Built With

Core Vision Engine
CT Garud
AI defect detection & segmentation — 10+ defect types in one frame, <50ms per inference.
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More in Electronics

PCB Child Component Assembly Check with Orientation
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PCB Child Component Assembly Check with Orientation
Verifies all child components on a PCB with orientation checking — plus integrity checks like scratch and dent detection on relays.
1 pass full board check Case study →
Bent & Short Pin Inspection
Vision Electronics
Bent & Short Pin Inspection
Measures connector pin position, angle, and spacing to catch bent, short, and damaged pins before assembly.
Px + angle per pin Case study →
Fiducial Position & Control
Vision Electronics
Fiducial Position & Control
Detects PCB fiducials and computes dx/dy against master reference, feeding the PLC for live process correction and alignment control.
dx/dy to PLC live Case study →

/ Get Started

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