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Upload dataset README

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+ ---
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: train/**
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+ - split: test
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+ path: test/**
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+ ---
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+
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+ # Defect VLM Dataset
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+
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+ This dataset contains paired structural defect images and English natural-language descriptions.
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+
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+ Fields:
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+ - `image`: the defect image
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+ - `text`: the generated English defect description
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+
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+ Splits:
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+ - train: 884 images
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+ - test: 211 images
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+
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+ The descriptions were generated from defect category and extent annotations while preserving the original train/test split.