Proving that the consideration of urban forestry at multiple scales can improve city planning, researchers used a deep learning model to integrate satellite photography with Google Street View images to create a city-wide green index of Washington, D.C.

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Qwen3.5 is “Causal Language Model with Vision Encoder” (it’s a unified VLM), so ensure you have the usual vision deps installed (torchvision, pillow) if needed, and keep Transformers up-to-date. Use the latest Transformers for Qwen3.5.

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