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remote-sensing-Qwen2.5-VL-3B-Instruct

Hugging Face model AdaptLLM/remote-sensing-Qwen2.5-VL-3B-Instruct (image-text-to-text)

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What's in it

Data offered docs-verified
remote-sensing image-text understanding (multimodal LLM, image-text-to-text)
Formats docs-verified
safetensors (model weights) · Hugging Face transformers (Python API)
Access docs-verified
Open Hugging Face model repository, not gated; licence not stated in docs; loads via transformers and qwen_vl_utils (Python)

Useful for

Use cases llm-inferred
Captioning or describing remote-sensing imagery for site walkover or survey write-ups · Visual Q&A over satellite or aerial images for land-use or site screening · Rapid first-pass triage of imagery for flood extent or habitat review, with expert validation
Audience llm-inferred
GIS analysts · remote sensing analysts · ecologists · planners · hydrologists

Limitations

Constraints llm-inferred
Model only: no data API or dataset access; outputs are generated text needing expert validation · Needs transformers built from source to load qwen2_5_vl; older releases raise KeyError: 'qwen2_5_vl' · Example code targets CUDA GPU inference (inputs.to("cuda")); decord may not install on non-Linux · Image must be placed at the beginning of the input instruction in messages · Not validated for UK-specific imagery or consultancy tasks in the docs; no benchmark results shown on the card · No licence stated in docs; check terms before commercial use
Licence
Unknown — check provider terms
Authentication
No API key required (repository README, auto-extracted; check upstream requirements)
GitHub stars
Unknown
Last commit
Unknown
Last successful page check
14/10/2026
Page health
healthy
Package
Not recorded
Verification
Not independently verified

Provenance & evidence

Verified 2026-10-15 via HF API: exists; 689 downloads/30d, 7 likes.

Metadata observed 14/10/2026 · research sweep: manual-2026-10-15 (Hugging Face models)