ML Research Wiki / Benchmarks / Density Estimation / CIFAR-10

CIFAR-10

Density Estimation Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: NLL (bits/dim)

Top Performing Models

Rank Model Paper NLL (bits/dim) Date Code
1 MAF Masked Autoregressive Flow for Density Estimation 3049.00 2017-05-19 📦 tensorflow/probability 📦 ikostrikov/pytorch-flows 📦 francois-rozet/zuko
2 DDPM Denoising Diffusion Probabilistic Models 3.69 2020-06-19 📦 labmlai/annotated_deep_learning_paper_implementations 📦 lucidrains/denoising-diffusion-pytorch 📦 lucidrains/imagen-pytorch
3 MRCNF Multi-Resolution Continuous Normalizing Flows 3.54 2021-06-15 📦 voletiv/mrcnf
4 FFJORD FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models 3.40 2018-10-02 📦 rtqichen/ffjord 📦 francois-rozet/zuko 📦 jacobjinkelly/easy-neural-ode
5 RNODE How to train your neural ODE: the world of Jacobian and kinetic regularization 3.38 2020-02-07 📦 cfinlay/ffjord-rnode 📦 D-hash-code/ffjord-rnode-finalweek-mnist
6 Pixel CNN Conditional Image Generation with PixelCNN Decoders 3.03 2016-06-16 📦 openai/pixel-cnn 📦 EugenHotaj/pytorch-generative 📦 kkleidal/gatedpixelcnnpytorch
7 score SDE Score-Based Generative Modeling through Stochastic Differential Equations 2.99 2020-11-26 📦 yang-song/score_sde_pytorch 📦 yang-song/score_sde 📦 ermongroup/ncsn
8 Flow matching Flow Matching for Generative Modeling 2.99 2022-10-06 📦 shivammehta25/Matcha-TTS 📦 leffff/FlowModels 📦 edapinenut/ppflow 📦 jjunak-yun/FLowHigh_code 📦 g4vrel/CFM
9 Pixel CNN ++ PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications 2.92 2017-01-19 📦 google/flax 📦 openai/pixel-cnn 📦 pclucas14/pixel-cnn-pp
10 Image Transformer Image Transformer 2.90 2018-02-15 -

All Papers (15)

tensorflow/probability ikostrikov/pytorch-flows
labmlai/annotated_deep_learning_paper_implementations lucidrains/denoising-diffusion-pytorch
voletiv/mrcnf
rtqichen/ffjord francois-rozet/zuko
cfinlay/ffjord-rnode D-hash-code/ffjord-rnode-finalweek-mnist
openai/pixel-cnn EugenHotaj/pytorch-generative
yang-song/score_sde_pytorch yang-song/score_sde
shivammehta25/Matcha-TTS leffff/FlowModels
google/flax openai/pixel-cnn

Image Transformer

2018
Image Transformer
akuzina/dvp_vae
google-research/vdm addtt/variational-diffusion-models
martenlienen/bsi
s-sahoo/mulan
thu-ml/i-dode