ClickSeg3D uses a point Transformer encoder and hierarchical mask decoder with semantic embeddings to enable single-pass multi-object 3D interactive segmentation from sparse points, reporting over 20% mIoU gains versus baselines and 8-10% cross-dataset improvements with one click per instance.
arXiv preprint arXiv:2408.16768 (2024)
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3DPipe delivers up to 9x faster 3D spatial joins on polyhedra via GPU pipelining, multi-level pruning, and chunked streaming compared to prior GPU methods.
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ClickSeg3D: Few-Click Interactive Segmentation via Semantic Embeddings
ClickSeg3D uses a point Transformer encoder and hierarchical mask decoder with semantic embeddings to enable single-pass multi-object 3D interactive segmentation from sparse points, reporting over 20% mIoU gains versus baselines and 8-10% cross-dataset improvements with one click per instance.
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3DPipe: A Pipelined GPU Framework for Scalable Generalized Spatial Join over Polyhedral Objects
3DPipe delivers up to 9x faster 3D spatial joins on polyhedra via GPU pipelining, multi-level pruning, and chunked streaming compared to prior GPU methods.