Related Work on Closed‑Set 3D Segmentation, Open‑Vocabulary 2D Recognition, and SAM/CLIP‑Based 3D Ap

This section reviews closed‑vocabulary 3D methods, open‑vocabulary 2D recognition, and emerging open‑vocabulary 3D segmentation approaches using SAM/CLIP.