Uncertainty Quality Assessment on HCP brain dataset (test)
0.748Pearson Correlation Coefficient (Mean)MCMC-TV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCMC-TVSampling Ratio=5%, Method Category=Bayesian compressed sensing2026.06 | 0.748 | 0.068 | |
| MCMC-TVSampling Ratio=10%2026.06 | 0.74 | 0.059 | |
| MCMC-WavSampling Ratio=5%, Method Category=Bayesian compressed sensing2026.06 | 0.735 | 0.064 | |
| MCMC-TVSampling Ratio=20%2026.06 | 0.73 | 0.051 | |
| MCMC-WavSampling Ratio=10%2026.06 | 0.721 | 0.06 | |
| MCMC-WavSampling Ratio=20%2026.06 | 0.717 | 0.052 | |
| MCMC-TVSampling Ratio=30%2026.06 | 0.71 | 0.047 | |
| MCMC-WavSampling Ratio=30%2026.06 | 0.705 | 0.05 | |
| MCMC-TVSampling Ratio=40%2026.06 | 0.702 | 0.045 | |
| MCMC-WavSampling Ratio=40%2026.06 | 0.7 | 0.048 | |
| MoDL (DEns)Sampling Ratio=5%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.397 | 0.017 | |
| MoDL (DEns)Sampling Ratio=10%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.388 | 0.012 | |
| VarNet (DEns)Sampling Ratio=5%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.336 | 0.027 | |
| MoDL (DEns)Sampling Ratio=20%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.327 | 0.017 | |
| VarNet (DEns)Sampling Ratio=10%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.303 | 0.014 | |
| VarNet (DEns)Sampling Ratio=20%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.278 | 0.016 | |
| MoDL (DEns)Sampling Ratio=30%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.269 | 0.021 | |
| VarNet (DEns)Sampling Ratio=30%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.243 | 0.027 | |
| VarNet (DEns)Sampling Ratio=40%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.236 | 0.031 | |
| MoDL (DEns)Sampling Ratio=40%, Uncertainty Protocol=Deep Ensembles (DEns)2026.06 | 0.202 | 0.015 |