Preprint
Sep 2026
From Benchmark to Deployment: Shift-Robust Fabric Recognition for Industrial Textile Onboarding
Automatically recognising a fabric's construction (jersey, twill, satin) is a bottleneck in textile sourcing, where incoming swatches are still typed by hand. Benchmark accuracy suggests the problem is solved, yet rarely survives deployment. On the \numClasses{}-class FabricFlow benchmark we expose three gaps that head...
Hao-Chen Li, Chen-Wei Wang, Felicity S. C. Tang et al.
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