05 Dec 2025
Meyer et al. introduced a simplified active learning pipeline for 3D point cloud semantic segmentation, employing spatial columns for region separation and deep ensemble uncertainty for selection. This methodology reduces human annotation effort, quantified by a novel "annotated area" metric, and achieves competitive or improved mean Intersection-over-Union performance on urban and indoor datasets.
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