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A 40-point mIoU gap between supervised methods and zero-shot segmentation on Industrial3D reveals that foundation models are nowhere near ready for real-world industrial Scan-to-BIM workflows.
By encoding 3D point clouds in spherical coordinates, SoPE overcomes RoPE's limitations and significantly boosts spatial reasoning in 3D LVLMs.
