Xiao-Yu Wei

HieFormer: Leveraging hyperbolic geometry to overcome the hierarchical expressiveness limitation of transformers.

3D instance segmentation requires fine-grained geometric discrimination together with an effective representation of the hierarchical organization of real-world objects and scenes. Conventional transformer architectures, however, operate predominantly in Euclidean space, whose polynomial volume growth can be poorly mat...