Disentangled representation learning on MPI3D
0.872FactorVAE ScoreEncDiff
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EncDiffMethod Category=Diffusion-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.872 | 0.685 | |
| VCTType=Concept-based2022.05 | 0.689 | 0.475 | |
| DisDiffMethod Category=Diffusion-based, Representation Type=vector-valued, Resolution=64x642024.02 | 0.617 | 0.337 | |
| ClosedFormType=Pre-trained GAN-based2022.05 | 0.523 | 0.318 | |
| DeepSpectralType=Pre-trained GAN-based2022.05 | 0.502 | 0.248 | |
| GANspaceType=Pre-trained GAN-based2022.05 | 0.465 | 0.229 | |
| GSMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.465 | 0.229 | |
| InfoGAN-CRType=GAN-based2022.05 | 0.439 | 0.241 | |
| InfoGAN-CRMethod Category=GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.439 | 0.241 | |
| LatentDiscoveryType=Pre-trained GAN-based2022.05 | 0.391 | 0.196 | |
| LDMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.391 | 0.196 | |
| DisCoType=Pre-trained GAN-based2022.05 | 0.371 | 0.292 | |
| DisCoMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.371 | 0.292 | |
| Beta-TCVAEType=VAE-based2022.05 | 0.179 | 0.237 | |
| beta-TCVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.179 | 0.237 | |
| FactorVAEType=VAE-based2022.05 | 0.152 | 0.24 | |
| FactorVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.02 | 0.152 | 0.24 | |
| COMETType=Concept-based2022.05 | 0.145 | 0.005 |