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Disentanglement on MPI3D

0.62InfoM

QLInfoWGAN-GP

Updated 1mo ago

Evaluation Results

Method	Links
QLInfoWGAN-GP 2023.05		0.62	0.51	0.37	0.24	0.71	0.25	-
QLAE 2023.05		0.61	0.63	0.51	0.36	0.85	0.36	-
QLAE 2026.03		0.61	0.63	0.51	-	-	-	-
beta-TCVAE 2023.05		0.51	0.6	0.57	0.22	0.77	0.21	-
β-TCVAE 2026.03		0.51	0.6	0.57	-	-	-	-
β-TCVAE 2026.03		0.51	0.6	0.57	-	-	-	-
VQ-VAE w/ weight decay 2026.03		0.5	0.81	0.41	-	-	-	-
beta-VAE 2023.05		0.45	0.71	0.51	0.31	0.83	0.27	-
BioAE 2023.05		0.45	0.66	0.36	0.24	0.79	0.19	-
β-VAE 2026.03		0.45	0.71	0.51	-	-	-	-
BioAE 2026.03		0.45	0.66	0.36	-	-	-	-
β-VAE 2026.03		0.45	0.71	0.51	-	-	-	-
BioAE 2026.03		0.45	0.66	0.36	-	-	-	-
AE + ICA 2026.03		0.44	0.66	0.31	-	-	-	-
AE + ICA 2026.03		0.44	0.66	0.31	-	-	-	-
VQ-VAE 2023.05		0.43	0.57	0.22	0.09	0.63	0.14	-
InfoWGAN-GP 2023.05		0.43	0.4	0.2	0.09	0.63	0.09	-
VQ-VAE 2026.03		0.43	0.57	0.22	-	-	-	-
AE (reproduction) 2026.03		0.42	0.66	0.31	-	-	-	-
AE 2026.03		0.42	0.4	0.31	-	-	-	-
AE 2023.05		0.37	0.72	0.36	0.15	0.83	0.14	-
AE 2026.03		0.37	0.72	0.36	-	-	-	-
FactorVAE 2026.01		-	-	-	0.24	-	-	0.152
beta-TCVAE 2026.01		-	-	-	0.237	-	-	0.179
InfoGAN-CR 2026.01		-	-	-	0.241	-	-	0.439
GAN-LD 2026.01		-	-	-	0.196	-	-	0.391
GANSpace 2026.01		-	-	-	0.229	-	-	0.465
DisCo 2026.01		-	-	-	0.292	-	-	0.371
DisDiff 2026.01		-	-	-	0.337	-	-	0.617
EncDiff 2026.01		-	-	-	0.685	-	-	0.872
XFACTORS 2026.01		-	-	-	0.949	0.997	0.797	0.978
Ada-GVAE 2026.01		-	-	-	0.401	-	-	0.621