ML Research Wiki / Benchmarks / Image Generation / MNIST

MNIST

Image Generation Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: bits/dimension

Top Performing Models

Rank Model Paper bits/dimension Date Code
1 PresGAN Prescribed Generative Adversarial Networks 38.53 2019-10-09 📦 adjidieng/PresGANs 📦 joycex99/conditional-presgan
2 Feature Alignment Feature Alignment as a Generative Process 37.50 2021-06-23 📦 tiago939/feature_alignment 📦 tiago939/feature_aligment
3 Spiking-Diffusion Spiking-Diffusion: Vector Quantized Discrete Diffusion Model with Spiking Neural Networks 27.61 2023-08-20 📦 Arktis2022/Spiking-Diffusion
4 HypGAN Hyperbolic Generative Adversarial Network 7.87 2021-02-10 -
5 GLF+perceptual loss (ours) Generative Latent Flow 5.80 2019-05-24 📦 rakhimovv/GenerativeLatentFlow
6 Sliced Iterative Generator Sliced Iterative Normalizing Flows 1.34 2020-07-01 📦 biweidai/SINF 📦 biweidai/SIG
7 i-ResNet Invertible Residual Networks 1.06 2018-11-02 📦 jhjacobsen/invertible-resnet 📦 rtqichen/residual-flows 📦 yperugachidiaz/invertible_densenets 📦 RuqiBai/mixture_flow 📦 eyalbetzalel/residual-flows
8 MintNet MintNet: Building Invertible Neural Networks with Masked Convolutions 0.98 2019-07-18 📦 ermongroup/mintnet
9 Residual Flow Residual Flows for Invertible Generative Modeling 0.97 2019-06-06 📦 rtqichen/residual-flows 📦 thu-ml/implicit-normalizing-flows 📦 yperugachidiaz/invertible_densenets 📦 eyalbetzalel/residual-flows
10 RNODE How to train your neural ODE: the world of Jacobian and kinetic regularization 0.97 2020-02-07 📦 cfinlay/ffjord-rnode 📦 D-hash-code/ffjord-rnode-finalweek-mnist

All Papers (11)