Image Reconstruction on fMNIST (test)
0.0054MSE (Reconstruction Error)AE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AEDim.=642020.09 | 0.0054 | — | |
| VAEDim.=642020.09 | 0.0058 | — | |
| UMAP/AEDim.=642020.09 | 0.0092 | — | |
| PCADim.=642020.09 | 0.0104 | — | |
| CLoVE2025.06 | 0.016 | — | |
| IFCA2025.06 | 0.02 | — | |
| UMAP/AEDim.=22020.09 | 0.024 | — | |
| Parametric UMAPDim.=642020.09 | 0.0241 | — | |
| AEDim.=22020.09 | 0.0244 | — | |
| VAEDim.=22020.09 | 0.0253 | — | |
| Parametric UMAPDim.=22020.09 | 0.0266 | — | |
| FedAvg2025.06 | 0.03 | — | |
| UMAPDim.=22020.09 | 0.0347 | — | |
| PCADim.=22020.09 | 0.0461 | — | |
| Local-only2025.06 | 0.17 | — | |
| Bessel Equivariant2022.07 | — | 0.0139 | |
| Bessel Equivariant + Post ProcPost-processing=true2022.07 | — | 0.0032 | |
| Bessel Equivariant 10 Off Diag + Post ProcMapping=10 block diagonal, Post-processing=true2022.07 | — | 0.0116 | |
| Bessel Equivariant DiagMapping=Diagonal2022.07 | — | 0.0314 | |
| Bessel Equivariant Diag + Post ProcMapping=Diagonal, Post-processing=true2022.07 | — | 0.0175 | |
| Bessel Equivariant FullMapping=Full2022.07 | — | 0.0138 | |
| Bessel Equivariant Full + Post ProcMapping=Full, Post-processing=true2022.07 | — | 0.0096 | |
| Complex Linear2022.07 | — | 0.0106 | |
| Complex Linear2022.07 | — | 0.0146 |