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Article summary:

1. 3D deep learning has wide applications in AR/VR headsets and LiDAR perception for autonomous driving systems.

2. Real-world applications require high accuracy and low latency, which necessitates efficient and effective 3D neural network models.

3. Computational resources on devices are constrained by form factor and heat dissipation, making it crucial to design models with limited hardware resources.

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