UHR-BAT2
UHR-BAT2 is a full-weight fine-tune of Qwen3-VL-8B-Instruct for remote-sensing visual question answering. Its released BF16 safetensors checkpoint can be loaded with Transformers without custom remote code.
What it does
Use it to answer questions about remote-sensing images or describe their visible objects and land use.
- Availability
- Released checkpoint on Hugging Face and ModelScope
- Pricing model
- Not established
- Deployment
- Load locally with Transformers; CUDA-enabled PyTorch recommended
- Privacy
- Not established
- Licence
- Apache-2.0
Capability
Modality
Access
Deployment
Pricing
Target user
Evidence
6 claims- UHR-BAT2 is fine-tuned for remote-sensing visual question answering. [1]
**A Qwen3-VL-8B model fine-tuned for remote-sensing visual question answering.**
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The released checkpoint is qwen3vl-8b-geollava-ft3-selected-10k. [1]
The released checkpoint is `qwen3vl-8b-geollava-ft3-selected-10k`.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The checkpoint can be loaded with Transformers without custom remote code. [1]
A single image can be processed with the standard Qwen3-VL implementation; custom remote code is not required.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The release includes an inference example demonstrating image-conditioned generation. [1]
The example demonstrates image-conditioned generation.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The source says counting and small-object localization remain challenging. [1]
Counting and small-object localization remain challenging.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The source says geographic-disjoint generalization is not established. [1]
A training-data audit found candidate scene-name/tile matches with RSHR; pixel-level and question-level overlap have not been resolved, so geographic-disjoint generalization is not established.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
Sources
1
1
Verified
Versions
2| Version | Effective | Change | Changed fields | State |
|---|---|---|---|---|
| 2 | 2026-10-15 09:21 UTC | material change | pricing, deployment | Current |
| 1 | 2026-10-14 10:20 UTC | publication | None | Current |
In briefs
1- Extract structured text from PDFs and images on a CPU Daily brief 2026-10-14
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.