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Hybrid attention-based PTv3-SE model for efficient point cloud segmentation | Synapse
March 3, 2026
Hybrid attention-based PTv3-SE model for efficient point cloud segmentation
RM
Rytis Maskeliūnas
Kaunas University of Technology
SM
Sarmad Maqsood
Kaunas University of Technology
Key Points
Point cloud segmentation improves notably using hybrid attention mechanisms based on the PTv3-SE model.
The model architecture incorporates both local and global features for better accuracy.
Evaluation benchmarks reveal a significant reduction in processing time while maintaining high performance metrics.
Implications suggest advancements in 3D model processing may lead to faster and more efficient applications across various industries.
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Maskeliūnas et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75c9ac6e9836116a259cd
https://doi.org/https://doi.org/10.1016/j.rsase.2026.101891
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