Datasets › ArtBench-10 (32x32)

ArtBench-10 (32x32)

Introduced by Peiyuan Liao et al. in The ArtBench Dataset: Benchmarking Generative Models with Artworks22 Jun 2022 archive 2025-07-28

We introduce ArtBench-10, the first class-balanced, high-quality, cleanly annotated, and standardized dataset for benchmarking artwork generation. It comprises 60,000 images of artwork from 10 distinctive artistic styles, with 5,000 training images and 1,000 testing images per style. 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. Secondly, the images are of high quality with clean annotations. Thirdly, ArtBench-10 is created with standardized data collection, annotation, filtering, and preprocessing procedures. We provide three versions of the dataset with different resolutions (32×32, 256×256, and original image size), formatted in a way that is easy to be incorporated by popular machine learning frameworks.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Conditional Image Generation ArtBench-10 (32x32) StyleGAN2 + ADA FID 2.625 Training Generative Adversarial Networks with Limited Data NVlabs/stylegan2-ada-pytorch +27 6 Compare

Papers archive 2025-07-28

6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 7. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training 1 1 1 Nov 2021 ran 9 of 9 samples (0 unverified; 9 pointer-only for licence)
Projected GANs Converge Faster 3 1 1 Nov 2021 ran 38 of 49 samples (11 unverified; 6 pointer-only for licence)
Training Generative Adversarial Networks with Limited Data 28 1 11 Jun 2020 ran 5 of 29 samples (24 unverified; 4 pointer-only for licence)
Analyzing and Improving the Image Quality of StyleGAN 126 1 3 Dec 2019 ran 29 of 92 samples (63 unverified; 18 pointer-only for licence)
Consistency Regularization for Generative Adversarial Networks 0 1 26 Oct 2019 not harvested
Large Scale GAN Training for High Fidelity Natural Image Synthesis 35 1 28 Sep 2018 ran 14 of 41 samples (27 unverified; 4 pointer-only for licence)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Fair Use

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • ArtBench-10 (32x32)

1 variant name, as the archive lists them.

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