Open Research Community · Est. 2026

Autonomous GeoAI for Science

Advancing AI systems that can perceive, reason, and act in complex Earth and environmental systems — through open tutorials, research code, papers, and community tools.

28
Public Repos
24
Followers
7★
Awesome List
6
Focus Areas
MIT
Open License

Six Core Pillars

The thematic areas that define our work at the frontier of GeoAI

🛰️

Autonomous GeoAI & AI4Science

Building agent-based systems that can autonomously process, reason, and act on geospatial data to advance scientific discovery.

🌍

Foundation Models for Earth Observation

Adapting and evaluating large pretrained models for satellite imagery, land cover mapping, and environmental monitoring tasks.

🗺️

Multimodal Spatial Reasoning

Fusing satellite imagery, street-view photos, maps, and temporal sequences for richer geospatial understanding.

🔬

GIScience & Spatial Intelligence

Advancing spatial thinking through GWR, spatial query, and AI-augmented geographic information systems.

🏙️

Urban & Disaster Intelligence

Street-view AI for damage assessment, urban building analytics, and human-centric sensing of built environments.

⚖️

Explainable & Responsible GeoAI

Open science practices, reproducibility, and trustworthy deployment of AI systems for spatial and environmental applications.

Repository Ecosystem

28 repositories spanning papers, tutorials, projects, and tools

Paper · ICCV 2025 Featured
Street-to-Satellite Diffusion
Official implementation of "Street-to-Satellite Image Synthesis with Diffusion Models and BEV Paradigm" — accepted at ICCV 2025.
Paper
BuildingView
Integrates Google Street View and OpenStreetMap to create precise urban building exterior databases, focused on energy efficiency and sustainability.
Paper
GeoLocator
A Location-Integrated Large Multimodal Model (LMM) for inferring geo-privacy from visual content.
Paper
Bi-Temporal Street View Damage
Hyperlocal disaster damage assessment using bi-temporal street-view imagery and pre-trained vision models.
Paper · ICA 2025
DisasterVLP
Perceiving multidimensional disaster damages from street-view images using Visual-Language Models. Published in ICA Abstracts, 2025.
Paper
RS-Embed
Integrating Remote Sensing Foundation Models — a framework for embedding and benchmarking pretrained models on satellite imagery.
Tutorial
DeepLabV3+ for Satellite Images
High-resolution land cover mapping on OpenEarthMap — 5000 images, 8-class annotations across 97 regions from 44 countries.
Tutorial · TAMU GEOG 475
Geographically Weighted Regression
Guest lecture materials for Advanced GIS introducing GWR — spatial non-stationarity in regression models.
Tutorial
Spatial Query Lab
Interactive geospatial database and SQL learning environment. Integrates ArcGIS FeatureServer and Supabase/PostGIS for real data exploration.
Tutorial
Google Street View Panoramas
Download high-resolution Google Street View panoramas from the command line with parallel downloads and rich terminal output.
Tutorial
Foursquare 104M POI → ArcGIS
Converting Foursquare's 104M+ POI dataset from GeoJSON to Shapefile for easy use in ArcGIS Pro.
Tutorial
LLM-Geo
Exploring the intersection of Large Language Models and geospatial analysis — code, prompts, and experiments.
Tutorial
Human Perception of Place
Getting human perception scores from street-level imagery using the Place Pulse dataset and deep learning.
Project
Project GeoGuessr
Adapted VLM-Gym for GeoAI research — building visual language model environments for geographic location reasoning.
Project
MapTrace
Active R&D project under the AutonomousGeoAI4Science initiative. Exploring automated map interpretation and tracing.
Tool
freephdlabor
Customizable personalized multi-agent systems that research 24/7 on your own scientific problem — autonomous AI research assistants.
Tool
Offeropenclaw
An open-source tool for automating and scaling geospatial AI workflows within the AutonomousGeoAI4Science ecosystem.
Resource 7
Awesome Autonomous GeoAI
Curated list of resources — books, conferences, research groups, datasets, software, and funding for autonomous GeoAI.
Resource 1
Papers Index
Curated index of papers, reproducible artifacts, and experiment references across all AutonomousGeoAI4Science research.

Awesome Autonomous GeoAI ★7

A living, curated list of the best tools, datasets, papers, research groups, courses, and funding opportunities at the intersection of autonomous AI and geospatial science.

Books Conferences Research Groups Journals Software Internships Funding Education Datasets Foundation Models
Browse the List ↗
# awesome-autonomous-geoai
📚 Books & TextbooksGeoAI, RS
🏛️ Research GroupsUCSB, UW, TAMU
🎓 ConferencesCVPR, NeurIPS, SIGSPATIAL
📰 JournalsIJGIS, RSEnv, IEEE TGRS
🛠️ Software ToolsGeoPandas, GEE, QGIS
💼 InternshipsEsri, Planet, Niantic
💰 FundingNSF, Google.org, NVIDIA
Where We're Going

We build AI systems that can perceive, reason, and act in complex Earth and environmental systems with minimal human intervention — bringing together tutorials, open-source code, research projects, and papers at the frontier of autonomous geospatial intelligence.

— AutonomousGeoAI4Science Mission · United States of America

Join the Community Contact ↗