DINO Eats Geometry: Self-Supervised Sign Representations that Absorb Articulated Hand Geometry

Junyi Hu, Zhewen He, Haomian Huang +4

Handshape and orientation are geometric components of sign language, yet many sign encoders learn from appearance alone. We introduce SignDEG (DINO Eats Geometry), a temporal sign…