Image Modeling on OMNIGLOT (test)
89.05NLLOurs
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OursObjective Type=Standard VAE2019.01 | 89.05 | — | 2.51 | 2.19 | 5.6 | |
| SA-VAE + annealObjective Type=Modified VAE, Annealing=true2019.01 | 89.07 | — | 3.32 | 2.63 | 8.6 | |
| Ours + annealObjective Type=Modified VAE, Annealing=true2019.01 | 89.11 | — | 2.36 | 2.02 | 7.2 | |
| β-VAEObjective Type=Modified VAE, beta value=0.82019.01 | 89.15 | — | 9.98 | 3.84 | 13 | |
| VAE + annealObjective Type=Modified VAE, Annealing=true2019.01 | 89.21 | — | 1.97 | 1.79 | 5.3 | |
| SA-VAEObjective Type=Standard VAE2019.01 | 89.29 | — | 2.55 | 2.2 | 4 | |
| VAEObjective Type=Standard VAE2019.01 | 89.41 | — | 1.51 | 1.43 | 3 | |
| PixelCNN*Objective Type=Standard VAE2019.01 | 89.73 | — | — | — | — | |
| VAMPPRIOR2018.02 | 89.76 | — | — | — | — | |
| VampPriorObjective Category=Previous Reports2019.01 | 89.76 | — | — | — | — | |
| VLAE2018.02 | 89.83 | — | — | — | — | |
| VLAEObjective Category=Previous Reports2019.01 | 89.83 | — | — | — | — | |
| GATED PIXELCNN2018.02 | 90.59 | — | — | — | — | |
| SVIK=102018.02 | 90.65 | 0.02 | — | — | — | |
| β-VAEObjective Type=Modified VAE, beta value=0.62019.01 | 92.14 | — | 25.43 | 3.93 | 32 | |
| ED-Gridperturbation_type=Grid2024.12 | 93.94 | — | — | — | — | |
| GWG2024.12 | 94.72 | — | — | — | — | |
| β-VAEObjective Type=Modified VAE, beta value=0.42019.01 | 96.09 | — | 44.93 | 3.91 | 32 | |
| DISCRETE VAE2018.02 | 97.43 | — | — | — | — | |
| ED-Bernperturbation_type=Bernoulli2024.12 | 97.57 | — | — | — | — | |
| RBM2018.02 | 100.46 | — | — | — | — | |
| LADDER VAE2018.02 | 102.11 | — | — | — | — | |
| IWAE2018.02 | 103.38 | — | — | — | — | |
| β-VAEObjective Type=Modified VAE, beta value=0.22019.01 | 105.96 | — | 69.62 | 3.89 | 32 | |
| EB-GFN2024.12 | 112.59 | — | — | — | — | |
| Gibbs2024.12 | 142.06 | — | — | — | — | |
| DULA2024.12 | 145.68 | — | — | — | — | |
| SA-VAEK=102018.02 | — | 1.83 | — | — | — | |
| SA-VAEK=202018.02 | — | 2.78 | — | — | — | |
| SVIK=202018.02 | — | 0.06 | — | — | — | |
| SVIK=402018.02 | — | 0.27 | — | — | — | |
| SVIK=802018.02 | — | 1.65 | — | — | — | |
| VAE2018.02 | — | 0.98 | — | — | — | |
| VAE + SVIK=102018.02 | — | 1.69 | — | — | — | |
| VAE + SVIK=202018.02 | — | 2.4 | — | — | — | |
| VAE + SVI + KLK=102018.02 | — | 2.42 | — | — | — | |
| VAE + SVI + KLK=202018.02 | — | 2.83 | — | — | — |