2026
Point-SRA: Self-Representation Alignment for 3D Representation Learning
AAAI 2026technical
Masked autoencoders (MAE) have become a dominant paradigm in 3D representation learning, setting new performance benchmarks across various downstream tasks. Existing methods with fixed mask ratios neglect multi-level representational correlations and intrinsic geometric structures, while relying on