Author

Chen-Wei Wang

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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. · 0 citations

#small language model Preprint Sep 2026

Cost-Aware Vision--Language Model Arbitration for Fabric Structure Recognition A Deployable Multi-Agent System

A multi-agent system in which a CNN cascade handles the easy majority and a VLM is invoked only as a selective arbiter, constrained to a top-3 taxonomy-consistent choice is presented.

Chen-Wei Wang, Hao-Chen Li, Shuk-Ching Tang et al. · 1 citation