Density Estimation on CelebA Grayscale aligned and cropped (test)
3,123NLLβ-VAE (Diag)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| β-VAE (Diag)FLOPs=6.66e6, Covariance Factorization=diagonal, Number of samples (z)=500, Image Resolution=64x642018.04 | 3,123 | 42.48 | |
| VAE (Sph)FLOPs=6.67e6, Covariance Factorization=spherical, Number of samples (z)=500, Image Resolution=64x642018.04 | 3,647 | 326.31 | |
| VAE (Diag)FLOPs=6.66e6, Covariance Factorization=diagonal, Number of samples (z)=500, Image Resolution=64x642018.04 | 4,016 | 339.69 | |
| Structured Gaussian Likelihood VAEFLOPs=6.72e6, Covariance Factorization=structured, Number of samples (z)=500, Image Resolution=64x642018.04 | 8,297 | 269.76 | |
| SUPNFLOPs=9.78e6, Number of samples (z)=500, Image Resolution=64x642018.04 | 8,308 | 269.76 |