New-Energy Batteries · APPLICATION SCENARIO

Battery Post / Top-Cap Appearance Inspection

The surface integrity and sealing of posts and top caps directly affect battery safety — a critical checkpoint before shipment.

Scenario · Top Cap & Seal Inspection

Battery Post / Top-Cap Appearance Inspection

Challenge & Solution

Battery Post / Top-Cap Appearance Inspection

ChallengeManual inspection missed up to 3% of defects with an 8% false-positive rate, and fine cracks or deformation easily slip through in volume production.

SolutionVision foundation model zero-code auto-programming, with APDT positive-sample learning supporting 3D reconstruction and semantic false-positive filtering.

98%Detection rate

<2%Missed detection rate

-65%False positive rate

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View full case study → AI Vision Inspection Results for New Energy Battery Posts/Caps

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This article was generated by AI. Customer cases are simulated scenarios based on real product capabilities and figures are illustrative; see product pages for official benchmarks.