ML Research Wiki / Benchmarks / Conditional Image Generation / ArtBench-10 (32x32)

ArtBench-10 (32x32)

Conditional Image Generation Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: FID

Top Performing Models

Rank Model Paper FID Date Code
1 StyleGAN2 + ADA Training Generative Adversarial Networks with Limited Data 2.63 2020-06-11 📦 NVlabs/stylegan2-ada-pytorch 📦 keras-team/keras-io 📦 NVlabs/stylegan2-ada
2 ReACGAN + DiffAug Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training 3.18 2021-11-01 📦 POSTECH-CVLab/PyTorch-StudioGAN
3 BigGAN + DiffAug Large Scale GAN Training for High Fidelity Natural Image Synthesis 4.06 2018-09-28 📦 ajbrock/BigGAN-PyTorch 📦 lucidrains/big-sleep 📦 open-mmlab/mmgeneration
4 StyleGAN2 Analyzing and Improving the Image Quality of StyleGAN 4.49 2019-12-03 📦 labmlai/annotated_deep_learning_paper_implementations 📦 NVlabs/stylegan2 📦 lucidrains/stylegan2-pytorch
5 BigGAN + CR Consistency Regularization for Generative Adversarial Networks 4.65 2019-10-26 -
6 Projected GAN Projected GANs Converge Faster 11.84 2021-11-01 📦 autonomousvision/projected_gan 📦 dome272/ProjectedGAN-pytorch 📦 tsubota-kouga/ProjectedGAN

All Papers (6)