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ResearchFormerly WizWand

Uncertainty Quality Assessment on HCP brain dataset (test)

0.748Pearson Correlation Coefficient (Mean)MCMC-TV
0.180160.327580.4750.62242Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MCMC-TVSampling Ratio=5%, Method Category=Bayesian compressed sensing2026.060.7480.068
MCMC-TVSampling Ratio=10%2026.060.740.059
MCMC-WavSampling Ratio=5%, Method Category=Bayesian compressed sensing2026.060.7350.064
MCMC-TVSampling Ratio=20%2026.060.730.051
MCMC-WavSampling Ratio=10%2026.060.7210.06
MCMC-WavSampling Ratio=20%2026.060.7170.052
MCMC-TVSampling Ratio=30%2026.060.710.047
MCMC-WavSampling Ratio=30%2026.060.7050.05
MCMC-TVSampling Ratio=40%2026.060.7020.045
MCMC-WavSampling Ratio=40%2026.060.70.048
MoDL (DEns)Sampling Ratio=5%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.3970.017
MoDL (DEns)Sampling Ratio=10%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.3880.012
VarNet (DEns)Sampling Ratio=5%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.3360.027
MoDL (DEns)Sampling Ratio=20%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.3270.017
VarNet (DEns)Sampling Ratio=10%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.3030.014
VarNet (DEns)Sampling Ratio=20%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.2780.016
MoDL (DEns)Sampling Ratio=30%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.2690.021
VarNet (DEns)Sampling Ratio=30%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.2430.027
VarNet (DEns)Sampling Ratio=40%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.2360.031
MoDL (DEns)Sampling Ratio=40%, Uncertainty Protocol=Deep Ensembles (DEns)2026.060.2020.015