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Wuyang Zhou

3 accepted papers

2026

KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices

ICML 2026poster

The success of Hyper-Connections (HC) in neural networks (NN) has also highlighted issues related to its training instability and restricted scalability. The Manifold-Constrained Hyper-Connections (mHC) mitigate these challenges by projecting the residual connection space onto a Birkhoff polytope, h…

Cited by 0SourceScholar
2024

Enhancing 3D Single Object Tracking with Efficient Point Cloud Segmentation

IROS 2024poster

3D single object tracking (SOT) based on point cloud has attracted much attention due to its important role in machine vision and autonomous driving. Recently, M2-Track proposes a two-stage tracking structure centered on motion, but they ignore the effect of segmentation errors in sparse point cloud…

Cited by 0SourceScholar
2024

Integrating Scaling Strategy and Central Guided Voting for 3D Point Cloud Object Tracking

RA-L 2024

LiDAR-based 3D single object tracking has received remarkable attention due to its crucial role in robotics and autonomous driving. Most of them are based on hierarchical feature structures from PointNet++. However, existing based-stratified structure trackers ignore the fact that non-linearities in

Cited by 4SourceScholar