Unconditional Image Generation on ImageNet 32
3.11BPDIAF
Evaluation Results
| Method | Links | |
|---|---|---|
| IAF2021.06 | 3.11 | |
| RNODE + STEERPARAM=2.0M, TIME=24.902021.06 | 3.35 | |
| RNODEPARAM=2.0M, TIME=30.12021.06 | 3.36 | |
| RNODEsource=Reported in [19], PARAM=1.6M, TIME=40.392021.06 | 3.49 | |
| RNODE + STEERsource=Reported in [19], PARAM=1.6M, TIME=30.072021.06 | 3.49 | |
| Axial Transformer2021.06 | 3.76 | |
| Image Transformer2021.06 | 3.77 | |
| 2-resolution MRCNFPARAM=1.3M, TIME=18.182021.06 | 3.77 | |
| 2-resolution MRCNFPARAM=6.7M, TIME=17.982021.06 | 3.78 | |
| PixelSNAIL2021.06 | 3.8 | |
| Gated PixelCNN2021.06 | 3.83 | |
| VFlow2021.06 | 3.83 | |
| FFJORD + STEERPARAM=2.0M, TIME=>5days2021.06 | 3.84 | |
| SPNPARAM=150.0M2021.06 | 3.85 | |
| PixelRNN2021.06 | 3.86 | |
| Flow++PARAM=169.0M2021.06 | 3.86 | |
| NVAETIME=702021.06 | 3.92 | |
| ANF2021.06 | 3.92 | |
| 3-resolution MRCNFPARAM=10.2M, TIME=41.202021.06 | 3.93 | |
| Parallel Multiscale2021.06 | 3.95 | |
| FFJORDPARAM=2.0M, TIME=>5days2021.06 | 3.96 | |
| 3-resolution MRCNFPARAM=1.5M, TIME=13.782021.06 | 3.97 | |
| Residual Flow2021.06 | 4.01 | |
| MEFPARAM=37.7M2021.06 | 4.05 | |
| MintNetPARAM=17.4M2021.06 | 4.06 | |
| Wavelet FlowPARAM=64.0M2021.06 | 4.08 | |
| GlowPARAM=66.1M2021.06 | 4.09 | |
| EmergingPARAM=67.1M2021.06 | 4.09 | |
| IDF2021.06 | 4.18 | |
| Woodbury NF2021.06 | 4.2 | |
| RealNVPPARAM=46.0M2021.06 | 4.28 |