Machine Heart
Machine Heart
Apr 3, 2026 · Artificial Intelligence

How Foundation Models Are Transforming Embodied Navigation from Task‑Specific to General Intelligence

This survey systematically reviews how foundation models reshape embodied navigation, covering problem definition, taxonomy of tasks and robot forms, system architecture from perception to control, data sources and training strategies, edge deployment techniques, benchmark metrics, and future research directions.

benchmarkdata collectionedge deployment
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How Foundation Models Are Transforming Embodied Navigation from Task‑Specific to General Intelligence
Amap Tech
Amap Tech
Oct 3, 2025 · Artificial Intelligence

How OmniNav Unifies Multi‑Task Embodied Navigation with a Fast‑Slow Dual System

OmniNav introduces a unified framework for embodied navigation that simultaneously handles instruction‑goal, object‑goal, point‑goal, and frontier‑based exploration tasks using a fast visual‑language‑driven policy and a slow memory‑augmented planner, achieving state‑of‑the‑art performance and real‑world 5 Hz deployment.

Multimodal TrainingVision Language Modelcontinuous control
0 likes · 9 min read
How OmniNav Unifies Multi‑Task Embodied Navigation with a Fast‑Slow Dual System