LOST-3DSG: Lightweight Open-Vocabulary 3D Scene Graphs with Semantic Tracking in Dynamic Environments

Jan 6, 2026 · Research Publication · PAL Robotics · Humanoid

Tracking objects that move within dynamic environments is a core challenge in robotics. Recent research has advanced this topic significantly; however, many existing approaches remain inefficient due to their reliance on heavy foundation models.

PAL Robotics company media
Company media · PAL Robotics
  • Experiments use TIAGo as the physical evaluation platform.
  • The reported results provide an independent evaluation on TIAGo hardware.

Develops service and humanoid robots for research, industrial, and public-facing environments, with a focus on modular platforms and long-term deployment in real-world settings.