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Skip the costly lidar annotations: VFMs can be distilled to semantically segment indoor lidar scans with reasonable accuracy.
Achieve a 60% reduction in trajectory error for monocular SLAM by tightly integrating multi-task dense prediction with a compact perception-to-mapping interface.