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ResearchFormerly WizWand

Disentangled representation learning on MPI3D

0.872FactorVAE ScoreEncDiff
0.115920.312210.50850.70479May 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=64x642024.020.8720.685
VCTType=Concept-based2022.050.6890.475
DisDiffMethod Category=Diffusion-based, Representation Type=vector-valued, Resolution=64x642024.020.6170.337
ClosedFormType=Pre-trained GAN-based2022.050.5230.318
DeepSpectralType=Pre-trained GAN-based2022.050.5020.248
GANspaceType=Pre-trained GAN-based2022.050.4650.229
GSMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.4650.229
InfoGAN-CRType=GAN-based2022.050.4390.241
InfoGAN-CRMethod Category=GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.4390.241
LatentDiscoveryType=Pre-trained GAN-based2022.050.3910.196
LDMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.3910.196
DisCoType=Pre-trained GAN-based2022.050.3710.292
DisCoMethod Category=Pre-trained GAN-based, Representation Type=scalar-valued, Resolution=64x642024.020.3710.292
Beta-TCVAEType=VAE-based2022.050.1790.237
beta-TCVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.020.1790.237
FactorVAEType=VAE-based2022.050.1520.24
FactorVAEMethod Category=VAE-based, Representation Type=scalar-valued, Resolution=64x642024.020.1520.24
COMETType=Concept-based2022.050.1450.005