Density Estimation 벤치마크
Density Estimation on Freyfaces
| Rank | Model | Negative ELBO | NLL | MMD-L2 | COV-L2 | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|
| 1 | B-NAF | 4.33 | 4.42 | – | – | Block Neural Autoregressive Flow | nicola-decao/BNAF · metachenyiyan/BreezeForest · Naagar/Glow_NormalizingFlow_implimentation · +1 | 2019 |
| 2 | FFJORD | 4.39 | – | 0.834 | 100% | FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | rtqichen/ffjord · francois-rozet/zuko · jacobjinkelly/easy-neural-ode · +4 | 2018 |
| 3 | PaddingFlow | – | – | 0.621 | 100% | PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise | adamqlmeng/paddingflow | 2024 |