ML Research Wiki / Benchmarks / Image Generation / Binarized MNIST

Binarized MNIST

Image Generation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: nats

Top Performing Models

Rank Model Paper nats Date Code
1 NADE A Deep and Tractable Density Estimator 88.33 2013-10-07 📦 princetonlips/mam
2 MADE 2hl (32 orders) MADE: Masked Autoencoder for Distribution Estimation 86.64 2015-02-12 📦 karpathy/pytorch-made 📦 EugenHotaj/pytorch-generative 📦 naru-project/naru
3 EoNADE 2hl (128 orders) Iterative Neural Autoregressive Distribution Estimator (NADE-k) 85.10 2014-12-01 📦 yaoli/nade_k
4 EoNADE-5 2hl (128 orders) Iterative Neural Autoregressive Distribution Estimator (NADE-k) 84.68 2014-06-05 📦 yaoli/nade_k
5 PixelCNN Pixel Recurrent Neural Networks 81.30 2016-01-25 📦 EugenHotaj/pytorch-generative 📦 apple/ml-tarflow 📦 jzbontar/pixelcnn-pytorch
6 PixelRNN Pixel Recurrent Neural Networks 79.20 2016-01-25 📦 EugenHotaj/pytorch-generative 📦 apple/ml-tarflow 📦 jzbontar/pixelcnn-pytorch
7 Efficient-VDVAE Efficient-VDVAE: Less is more 79.09 2022-03-25 📦 Rayhane-mamah/Efficient-VDVAE
8 BFN Bayesian Flow Networks 77.87 2023-08-14 📦 nnaisense/bayesian-flow-networks
9 Locally Masked PixelCNN (8 orders) Locally Masked Convolution for Autoregressive Models 77.58 2020-06-22 📦 ajayjain/lmconv
10 CR-NVAE Consistency Regularization for Variational Auto-Encoders 76.93 2021-05-31 📦 sinhasam/crvae

All Papers (10)

princetonlips/mam
karpathy/pytorch-made EugenHotaj/pytorch-generative
yaoli/nade_k
yaoli/nade_k
EugenHotaj/pytorch-generative apple/ml-tarflow
EugenHotaj/pytorch-generative apple/ml-tarflow

Efficient-VDVAE: Less is more

2022
Efficient-VDVAE
Rayhane-mamah/Efficient-VDVAE
nnaisense/bayesian-flow-networks

Locally Masked Convolution for Autoregressive Models

2020
Locally Masked PixelCNN (8 orders)
ajayjain/lmconv
sinhasam/crvae