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Author

Jiwen Lu

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Sep 2026

XMask3D++: Cross-Modal Mask Reasoning for Open Vocabulary 3D Segmentation.

Existing methodologies in open vocabulary 3D semantic segmentation primarily concentrate on establishing a unified feature space encompassing 3D, 2D, and textual modalities. Nevertheless, traditional techniques such as global feature alignment or vision-language model distillation tend to impose only approximate corres...

Ziyi Wang, Yan-Bo Wang, Xu-Min Yu et al. · 0 citations
Open access Sep 2026

GAPrompt++: Multi-Granular Geometry-Aware Point Cloud Prompt for 3D Vision Model.

Pre-trained 3D vision models have substantially advanced point cloud analysis, yet adapting them to downstream tasks via full fine-tuning is computationally expensive and storage-intensive. Parameter-Efficient Fine-Tuning (PEFT) offers a promising alternative by reducing both adaptation cost and storage burden. However...

Zi-Xiang Ai, Zhen-Yu Cui, Yufei Guo et al. · 0 citations

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