Quantitative comparison on MNIST digit 8
0.209Metric N (Digit 8 Subset)VAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VAElatent_dim=8, K=100, d=784, beta=20002026.03 | 0.209 | 0.397 | 0.291 | |
| GMM-PCAr=50, C=10, K=100, d=784, beta=20002026.03 | 0.194 | 0.42 | 0.305 | |
| Stochastic attentionK=100, d=784, beta=20002026.03 | 0.152 | 0.557 | 0.303 | |
| MALAacceptance rate=99.2%, K=100, d=784, beta=20002026.03 | 0.151 | 0.554 | 0.305 | |
| Random convex combinationK=100, d=784, beta=20002026.03 | 0.099 | 0.007 | 0.395 | |
| Gaussian perturbationK=100, d=784, beta=20002026.03 | 0.004 | 0.45 | 0.496 | |
| Bootstrap (replay)K=100, d=784, beta=20002026.03 | 0 | 0.421 | 0.5 |