We introduce ArtBench-10, the first class-balanced, high-quality, cleanly annotated, and standardized dataset for benchmarking artwork generation. ArtBench-10 has several advantages over previous artwork datasets. Firstly, it is class-balanced while most previous artwork datasets suffer from the long tail class distributions. Thirdly, ArtBench-10 is created with standardized data collection, annotation, filtering, and preprocessing procedures.
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…The average inter-class similarity is sufficiently high to represent a challenge for the current state of the art.
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