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ThatzFit Engineering Notes
2 Posts·Last updated on May 21, 2026
ThatzFit. Engineering notes from a virtual fitting plugin and garment-image processing pipeline embedded into commerce experiences.
Choosing a Garment Classifier by Routing Cost, Not Accuracy Alone
May 21, 2026
The ThatzFit garment classifier was not a feature for showing off model performance. It was a routing gate before virtual try-on. At first, choosing DenseNet201 because it had the highest test accura…
When Pants-Only Virtual Try-On Also Changes the Shoes
May 21, 2026
Sometimes the user wants to apply only pants, but the virtual try-on result also changes surrounding items such as shoes or a top. At first, that looks like a generation model failure. In this ThatzF…