Density Estimation On Bsds300
评估指标
CD
EMD
Log-likelihood
MMD-CD
MMD-EMD
NLL
评测结果
各个模型在此基准测试上的表现结果
模型名称 | CD | EMD | Log-likelihood | MMD-CD | MMD-EMD | NLL | Paper Title | Repository |
|---|---|---|---|---|---|---|---|---|
| FFJORD | 0.683 | 0.0281 | 157.4 | 0.548 | 0.0227 | -157.4 | FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | |
| B-NAF | - | - | 157.36 | - | - | - | Block Neural Autoregressive Flow | |
| MADE MoG | - | - | 153.71 | - | - | - | Masked Autoregressive Flow for Density Estimation | |
| TAN | - | - | 159.8 | - | - | - | Transformation Autoregressive Networks | - |
| PaddingFlow | 0.495 | 0.0248 | - | 0.48 | 0.0212 | - | PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise |
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