Author

Jia-Yi Zhou

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Open access Sep 2026

Self-Supervised 3D Point Cloud Detection with Depthwise Separable Masked Autoencoders

DS-MAE introduces a pyramidal transformer encoder with depthwise separable attention to enhance local geometric feature extraction while reducing computational cost and a density-aware reconstruction loss accounts for the non-uniform point density of LiDAR observations.

Jia-Yi Zhou, Yaqian Ning, Jie Cao et al. · Remote Sensing · 0 citations