Large Geospatial Model (LGM) - An AI model developed by Niantic Labs to understand physical space through large-scale machine learning.

## Definition of LGM The **Large Geospatial Model (LGM)** is an artificial intelligence model developed by **Niantic Labs**, the team behind Pokémon GO. It leverages **large-scale machine learning** to analyze and interpret **physical space**, particularly geospatial data. LGM is trained on over **50 million neural networks** with **150+ trillion parameters**, enabling it to understand spatial relationships and intelligently infer unseen areas. ## Features of LGM Key features of LGM include: - **Training Scale**: 50+ million neural networks with 150+ trillion parameters. - **Data Sources**: Processes scans from **10+ million global locations**, updated weekly with **1+ million fresh scans**. - **Inference Capability**: Predicts unseen views by sharing knowledge across local models for **global spatial understanding**. - **Neural Mapping**: Uses architectures like **ACE 2023** and **MicKey 2024** instead of traditional 3D structures. - **Anchored Data**: Trained on **billions of images** tagged with precise global coordinates. ## Functionality of LGM LGM performs three core functions: 1. **Spatial Understanding**: Interprets physical space, structures, and interactions akin to human perception. 2. **3D Representation**: Generates and manipulates **3D models of the world** for AR and robotics. 3. **Model Integration**: Combines with **Large Language Models (LLMs)** to merge contextual understanding with spatial awareness. ## Applications of LGM LGM is applied in: - **AR Glasses**: Powers navigation, recommendations, and real-world interactions in future AR wearables. - **Spatial Planning**: Supports logistics, design, and remote collaboration. - **Next-Gen AR**: Generates dynamic **3D world representations** for immersive experiences. - **Robotics & Autonomous Systems**: Enhances environment interaction for robots and AI-driven devices. ## Development of LGM LGM was developed by **Niantic Labs**, a company known for creating **Pokémon GO**. It builds upon their **Visual Positioning System (VPS)**, which already maps **1+ million active locations** globally with weekly updates. ## LGM vs. Traditional Mapping Unlike traditional 3D mapping, LGM: - Uses **neural networks** (e.g., ACE Zero 2024) to infer spatial relationships dynamically. - **Learns from global data** to fill gaps in unscanned areas, mimicking human intuition. - Anchors data to **real-world coordinates** for precision in AR/robotics applications. ## Official LGM Resources Niantic Labs provides details on LGM via their [news page](https://nianticlabs.com/news/largegeospatialmodel), including technical specifications and use cases. Research papers and datasets are also available for academic reference. ### Citation sources: - [Large Geospatial Model (LGM)](https://nianticlabs.com/news/largegeospatialmodel) - Official URL Updated: 2025-04-01