Image Generation on MNIST digit 1
0.18NVAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VAElatent=8, K=100, d=784, beta=20002026.03 | 0.18 | 0.408 | -0.32 | |
| Stochastic attentionK=100, d=784, beta=20002026.03 | 0.153 | 0.591 | -0.303 | |
| MALAK=100, d=784, beta=2000, MALA acceptance rate=99.2%2026.03 | 0.151 | 0.586 | -0.305 | |
| GMM-PCAr=50, C=10, K=100, d=784, beta=20002026.03 | 0.13 | 0.401 | -0.366 | |
| Random convex combinationK=100, d=784, beta=20002026.03 | 0.097 | 0.007 | -0.398 | |
| Gaussian perturbationK=100, d=784, beta=20002026.03 | 0.004 | 0.422 | -0.496 | |
| Bootstrap (replay)K=100, d=784, beta=20002026.03 | 0 | 0.416 | -0.5 |