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Huiqun Wang

1 paper indexed

arxivcs.CVcs.AI2026-06-30

Mitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation Learning

Xu Yan, Huiqun Wang, Chen Wang, Lei Ren, Di Huang

Masked autoencoding has emerged as a prominent paradigm for self-supervised learning on 3D point clouds, achieving competitive performance across downstream tasks. Unlike its 2D counterpart, 3D masked autoencoding directly reconstructs spatial coordinates, making it inherently su…

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