Model reference · open weights

geo

Available as managed deployment LLMs MBZUAI Text gen 1 variants 3k dl/mo

geo is an open-weight language model from MBZUAI. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released byMBZUAI
TypeLanguage models
TaskText gen
Context4k tokens
Runs withtransformers
Released2024-02-26
Popularity3k downloads / month
LicenceOpen weights

About

What geo is

GeoChat is the first grounded Large Vision Language Model, specifically tailored to Remote Sensing(RS) scenarios. Unlike general-domain models, GeoChat excels in handling high-resolution RS imagery, employing region-level reasoning for comprehensive scene interpretation. Leveraging a newly created RS multimodal dataset, GeoChat is fine-tuned using the LLaVA-1.5 architecture. This results in robust zero-shot performance across various RS tasks, including image and region captioning, visual question answering, scene classification, visually grounded conversations, and referring object detection.

  • Developed by MBZUAI
Read the full model card

Model Sources

  • Repository: https://github.com/mbzuai-oryx/GeoChat
  • Paper: https://arxiv.org/abs/2311.15826

BibTeX:

@misc{kuckreja2023geochat,
      title={GeoChat: Grounded Large Vision-Language Model for Remote Sensing},
      author={Kartik Kuckreja and Muhammad Sohail Danish and Muzammal Naseer and Abhijit Das and Salman Khan and Fahad Shahbaz Khan},
      year={2023},
      eprint={2311.15826},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

Authors

Kartik Kuckreja, Muhammad Sohail

Contact

kartik.kuckreja@mbzuai.ac.ae

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys geo for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (geo below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"geo","messages":[{"role":"user","content":"Hello"}]}'

Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.

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