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Dataset Card: CAD + Retrieval Tables + SAM Embedding Databases

Dataset Summary

This dataset release provides supporting data and precomputed features for composition-aware image cropping research. It contains three main components:

  • 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.

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.