most citedStaying in Shape: Learning Invariant Shape Representations using Contrastive Learning

2 citations · 2 across the 1 of their papers we have counts for

collaborators

2 papers

cs.CV2021★ 2 cited

Staying in Shape: Learning Invariant Shape Representations using Contrastive Learning

Jeffrey Gu, Serena Yeung

Creating representations of shapes that are invari-ant to isometric or almost-isometric transforma-tions has long been an area of interest in shape anal-ysis, since enforcing invar…

cs.CV2020

Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations

Joy Hsu, Jeffrey Gu, Gong-Her Wu +2

We consider the task of representation learning for unsupervised segmentation of 3D voxel-grid biomedical images. We show that models that capture implicit hierarchical relationshi…