On the Efficacy of Self-Supervised Point Cloud Encoders for Efficient 3D Large Language Models

Yao Zheng, Tian Zhang

3D point cloud-language models (3D-LLMs) enable 3D understanding by pairing point cloud encoders with large language models, but existing methods rely on costly multi-modal encoder…