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EarthJev

Weights of EarthJev: Efficient Visual Evidence Acquisition and Decision for UHR Remote Sensing Understanding. EarthJev keeps a multimodal answering model frozen and adds two small trained modules: a region head that scores image regions for the evidence search (EDM) and a pointer verifier that checks the boxes and points stated in a question (SPV).

Code, fitted parameters and documentation: EarthJev on GitHub.

Path	Content
`Qwen3.5-9B/`	the answering model: an unmodified copy of Qwen/Qwen3.5-9B, with its license and model card
`region_head/qwen35-9b/`, `verifier/qwen35-9b/`	the region head and the pointer verifier for Qwen3.5-9B
`region_head/qwen3-vl-8b/`, `verifier/qwen3-vl-8b/`	the same modules for Qwen/Qwen3-VL-8B-Instruct

Usage

In a clone of the code repository, with the environment variables of its README:

hf download daidaidaidai1dai/EarthJev --local-dir "$EARTHJEV_MODELS"
python scripts/check_env.py --hash-model
python scripts/run_earthjev.py --bench mme_rs

License

The region heads and pointer verifiers are released under the Apache License 2.0 (LICENSE). Qwen3.5-9B is redistributed unmodified under its own Apache License 2.0 (Qwen3.5-9B/LICENSE).

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