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Zhijian Hu

2 accepted papers

2026

Biologically-Inspired Evolutionary Domain Symbiosis for Few-shot and Zero-shot Point Cloud Semantic Segmentation

AAAI 2026technical

Few-shot and zero-shot point cloud semantic segmentation aim to accurately segment novel categories using limited or no labeled samples, respectively. However, existing methods face significant challenges including domain shifts between support and query sets and the inability to handle both few-sho

Cited by 0SourcePDFScholar
2025

Reasoning Beyond Points: A Visual Introspective Approach for Few-Shot 3D Segmentation

NeurIPS 2025poster

Point Cloud Few-Shot Semantic Segmentation (PC-FSS) aims to segment unknown categories in query samples using only a small number of annotated support samples. However, scene complexity and insufficient representation of local geometric structures pose significant challenges to PC-FSS. To address th…

Cited by 0SourcecodeScholar