https://github.com/apsurt/omni-geo-ai

Omni Geoguessr AI: A Vision Transformer AI integrated with Geoguessr for automated geographic location prediction and gameplay using streetview panoramas.
https://github.com/apsurt/omni-geo-ai

ai automated-gameplay city-recognition climate-classification computer-vision deep-learning elevation-detection geography geoguessr geolocation google-maps-api image-recognition location-prediction machine-learning python streetview vision-transformer

Last synced: about 2 months ago
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Omni Geoguessr AI: A Vision Transformer AI integrated with Geoguessr for automated geographic location prediction and gameplay using streetview panoramas.

• Host: GitHub
• URL: https://github.com/apsurt/omni-geo-ai
• Owner: Apsurt
• License: mit
• Created: 2024-05-30T07:25:33.000Z (7 months ago)
• Default Branch: main
• Last Pushed: 2024-07-21T19:28:32.000Z (5 months ago)
• Last Synced: 2024-07-21T21:14:03.095Z (5 months ago)
• Topics: ai, automated-gameplay, city-recognition, climate-classification, computer-vision, deep-learning, elevation-detection, geography, geoguessr, geolocation, google-maps-api, image-recognition, location-prediction, machine-learning, python, streetview, vision-transformer
• Language: Python
• Homepage:
• Size: 487 KB
• Stars: 1
• Watchers: 4
• Forks: 1
• Open Issues: 7
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • License: LICENSE
  • Roadmap: ROADMAP.md

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README

        
# Omni Geoguessr AI

## Overview

Omni Geoguessr AI aims to develop a Vision Transformer AI capable of predicting geographic locations from streetview panoramas. The AI will be integrated with Geoguessr to provide automated gameplay, including panorama retrieval, location prediction, and guess submission.

## Features

- **Country Recognition**: The AI predicts the country visible in a streetview panorama.

- **Seamless Integration with Geoguessr**: Automatic gameplay from panorama retrieval to guess submission.

- **Advanced Mask Predictions**: Includes recognition of climate classifications, elevation, proximity to the sea, and urban-rural distinctions.

- **City Recognition**: Identifies cities with populations over 100,000 inhabitants for enhanced accuracy.

## Usage

To play against the Omni Geoguessr AI:

1. **On Geoguessr.com**:

    - Add the bot's account to your Geoguessr friends.

    - Invite the bot to a private match.

    - The bot will automatically retrieve panoramas, predict locations, and submit guesses.

## License

This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.

## Acknowledgements

- [Google Maps API](https://cloud.google.com/maps-platform/)

- [Geoguessr](https://www.geoguessr.com/)

## Contact

For any questions or suggestions, please open an issue or contact the project maintainer at [[email protected]](mailto:[email protected]).