Density Estimation 벤치마크
Density Estimation on BSDS300
Log-likelihood
- 2017-05-19 — MADE MoG: Log-likelihood 153.71
- 2018-01-30 — TAN: Log-likelihood 159.8
| Rank | Model | Log-likelihood | NLL | CD | EMD | MMD-CD | MMD-EMD | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | TAN | 159.8 | – | – | – | – | – | Transformation Autoregressive Networks | 2018 | |
| 2 | FFJORD | 157.4 | -157.4 | 0.683 | 0.0281 | 0.548 | 0.0227 | FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | rtqichen/ffjord · francois-rozet/zuko · jacobjinkelly/easy-neural-ode · +4 | 2018 |
| 3 | B-NAF | 157.36 | – | – | – | – | – | Block Neural Autoregressive Flow | nicola-decao/BNAF · metachenyiyan/BreezeForest · Naagar/Glow_NormalizingFlow_implimentation · +1 | 2019 |
| 4 | MADE MoG | 153.71 | – | – | – | – | – | Masked Autoregressive Flow for Density Estimation | tensorflow/probability · ikostrikov/pytorch-flows · francois-rozet/zuko · +18 | 2017 |
| 5 | PaddingFlow | – | – | 0.495 | 0.0248 | 0.48 | 0.0212 | PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise | adamqlmeng/paddingflow | 2024 |