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ResearchFormerly WizWand

Disentangled Representation Learning on Shapes3D

0.999FactorVAE ScoreEncDiff
0.134760.359130.58350.80787May 20, 2022Sep 3, 2022Dec 18, 2022Apr 3, 2023Jul 18, 2023Nov 1, 2023Feb 15, 2024
Updated 8mo ago

Evaluation results

MethodLinks
EncDiffMethod Category=Diffusion-based, Representation Type=scalar-valued, Resolution=64x642024.020.9990.969
VCTType=Concept-based2022.050.9570.884
ClosedFormType=Pre-trained GAN-based2022.050.9510.525
DeepSpectralType=Pre-trained GAN-based2022.050.9290.513
DisDiffMethod Category=Diffusion-based, Representation Type=vector-valued, Resolution=64x642024.020.9020.723
DisCoType=Pre-trained GAN-based2022.050.8770.708
DisCoMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.8770.708
Beta-TCVAEType=VAE-based2022.050.8730.613
beta-TCVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.020.8730.613
FactorVAEType=VAE-based2022.050.840.611
FactorVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.020.840.611
LatentDiscoveryType=Pre-trained GAN-based2022.050.8050.38
LDMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.8050.38
GANspaceType=Pre-trained GAN-based2022.050.7880.284
GSMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.7880.284
InfoGAN-CRType=GAN-based2022.050.5870.478
InfoGAN-CRMethod Category=GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.5870.478
COMETType=Concept-based2022.050.1680.002