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README.md ADDED
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+ ---
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+ language:
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+ - en
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+ tags:
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+ - remote-sensing
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+ - image-quality-assessment
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+ - benchmark
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+ - visual-question-answering
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+ task_categories:
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+ - visual-question-answering
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+ - image-classification
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+ pretty_name: SenseBench
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+ license: cc-by-4.0
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+ ---
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+
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+ # SenseBench
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+
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+ > A benchmark for remote sensing low-level visual perception and description in large vision-language models.
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+
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+ 🏠 [github](https://github.com/Zhong-Chenchen/SenseBench) | 🤗 [Hugging Face Subset](https://huggingface.co/datasets/Zhongchenchen/SenseBench_subset)
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+
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+ ## Overview
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+
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+ SenseBench is a remote sensing benchmark for evaluating low-level visual perception and description in large vision-language models.
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+
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+ ## Supported Tasks
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+
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+ - Visual question answering
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+ - Text generation
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+
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+ ## Language
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+
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+ - English
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+
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+ ## Data format
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+
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+ Each example contains image paths, a question, an answer, and metadata describing the distortion type.
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+
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+ ```json
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+ {
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+ "id": "4fda312e-70d2-4df7-b1f7-2f06955bf338",
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+ "images": [
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+ "images/4fda312e-70d2-4df7-b1f7-2f06955bf338_0.png",
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+ "images/4fda312e-70d2-4df7-b1f7-2f06955bf338_1.png"
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+ ],
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+ "question": "Using the options provided, rate the overall quality of Image 2 compared to Image 1.\nA.No/Slight distortion\nB.Moderate distortion\nC.Severe distortion",
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+ "answer": "A",
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+ "meta": {
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+ "image_count": "multi",
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+ "modality": "RGB",
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+ "task": "how",
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+ "domain": "general",
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+ "distortion_family": "blur",
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+ "distortion_type": "blur_gaussian",
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+ "distortion_complexity": "single",
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+ "comparison": "intra-image"
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+ }
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+ }
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+ ```
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