| # Dataset Card: CAD + Retrieval Tables + SAM Embedding Databases |
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| ## Dataset Summary |
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| This dataset release provides supporting data and precomputed features for composition-aware image cropping research. It contains three main components: |
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| - **CAD Dataset:** Weakly annotated images generated via ControlNet-based outpainting. |
| - **Precomputed Retrieval Tables:** `.pt` files mapping each query image to its top-32 retrieved references from AVA and CGL. |
| - **Pre-extracted SAM Embedding Databases:** Parquet files containing SAM image embeddings for efficient evaluation on GAIC, FLMS, and SACD. |
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| The dataset is designed to support retrieval-augmented aesthetic image cropping, reference-based crop recommendation, and efficient benchmark evaluation without requiring users to recompute retrieval or SAM features from scratch. |
