Disentangled Representation Learning on Shapes3D
0.999FactorVAE ScoreEncDiff
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EncDiffMethod Category=Diffusion-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.999 | 0.969 | |
| VCTType=Concept-based2022.05 | 0.957 | 0.884 | |
| ClosedFormType=Pre-trained GAN-based2022.05 | 0.951 | 0.525 | |
| DeepSpectralType=Pre-trained GAN-based2022.05 | 0.929 | 0.513 | |
| DisDiffMethod Category=Diffusion-based, Representation Type=vector-valued, Resolution=64x642024.02 | 0.902 | 0.723 | |
| DisCoType=Pre-trained GAN-based2022.05 | 0.877 | 0.708 | |
| DisCoMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.877 | 0.708 | |
| Beta-TCVAEType=VAE-based2022.05 | 0.873 | 0.613 | |
| beta-TCVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.873 | 0.613 | |
| FactorVAEType=VAE-based2022.05 | 0.84 | 0.611 | |
| FactorVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.84 | 0.611 | |
| LatentDiscoveryType=Pre-trained GAN-based2022.05 | 0.805 | 0.38 | |
| LDMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.805 | 0.38 | |
| GANspaceType=Pre-trained GAN-based2022.05 | 0.788 | 0.284 | |
| GSMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.788 | 0.284 | |
| InfoGAN-CRType=GAN-based2022.05 | 0.587 | 0.478 | |
| InfoGAN-CRMethod Category=GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.587 | 0.478 | |
| COMETType=Concept-based2022.05 | 0.168 | 0.002 |