@article{shelfgaussianshelfsupervisedopenvocabula, title = {ShelfGaussian: Shelf-Supervised Open-Vocabulary Gaussian-based 3D Scene Understanding}, author = {Lingjun Zhao and Yandong Luo and James Hays and Lu Gan}, year = {2025}, eprint = {2512.03370}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.03370}, }