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AQ3D achieves unprecedented adaptability in 3D instance segmentation, outperforming existing methods by dynamically tailoring query counts to scene complexity.
Pre-trained open-vocabulary segmentation models stumble in industrial settings, but a training-free superpoint merging pipeline with a domain-adapted VLFM can effectively segment industrial objects.