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20222026
most cited3D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning

1 citations · 3 across the 7 of their papers we have counts for

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cs.CV2026

Tri-Efficient Transfer Learning for Point Cloud Videos

Yiding Sun, Dongxu Zhang, Jihua Zhu +6

While point cloud foundation models have significantly advanced point cloud video understanding, existing parameter-efficient fine-tuning (PEFT) methods still suffer from two criti…

cs.CV2026★ 1 cited

Point-SRA: Self-Representation Alignment for 3D Representation Learning

Lintong Wei, Jian Lu, Haozhe Cheng +2

Masked autoencoders (MAE) have become a dominant paradigm in 3D representation learning, setting new performance benchmarks across various downstream tasks. Existing methods with f…