Challenge & Solution
Assembly Missing-Part & Misassembly Detection
ChallengeIn a multi-variety, small-batch cadence, a single model's lifecycle is often under 3 months; assembly involves dozens of elements, and any omission can scale into a mass return.
SolutionTransfer learning reuses knowledge from prior models, cutting the labeled samples needed for a new product by about 40% while covering 28 defect classes.
92%+Detection rate
→0Critical safety-part escape rate
Within 1 weekNew-product ramp time (was 2-3 weeks)