Benjamin Friedman

Annotation-Free Furniture Codes: What They Encode, and How Far They Transfer

This work asks whether a single self-supervised token derived from object geometry can replace both a categorical class label and a canonical-pose convention, and study such tokens directly as a representation, decoupled from any synthesizer.