2 papers
cs.LG2026
SEIS: Subspace-based Equivariance and Invariance Scores for Neural Representations
Huahua Lin, Katayoun Farrahi, Xiaohao Cai
Understanding how neural representations respond to geometric transformations is essential for evaluating whether learned features preserve meaningful spatial structure. Existing a…
cs.CV2025
From Instance Segmentation to 3D Growth Trajectory Reconstruction in Planktonic Foraminifera
Huahua Lin, Xiaohao Cai, Mark Nixon +2
Planktonic foraminifera, marine protists characterized by their intricate chambered shells, serve as valuable indicators of past and present environmental conditions. Understanding…