Image Reconstruction on MNIST (test)
0.0026LossBessel Equivariant
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Bessel EquivariantTrained on=fMNIST2022.07 | 0.0026 | — | |
| Bessel Equivariant + Post ProcTrained on=fMNIST, Post-processing=true2022.07 | 0.0028 | — | |
| Bessel Equivariant Full + Post ProcMapping=Full, Post-processing=true2022.07 | 0.0038 | — | |
| Bessel Equivariant 10 Off Diag + Post ProcMapping=10 block diagonal, Post-processing=true2022.07 | 0.0058 | — | |
| Complex Linear2022.07 | 0.0068 | — | |
| Bessel Equivariant FullMapping=Full2022.07 | 0.0068 | — | |
| CLoVE2025.06 | 0.014 | — | |
| Bessel Equivariant Diag + Post ProcMapping=Diagonal, Post-processing=true2022.07 | 0.0145 | — | |
| Local-only2025.06 | 0.019 | — | |
| IFCA2025.06 | 0.024 | — | |
| Bessel Equivariant DiagMapping=Diagonal2022.07 | 0.0313 | — | |
| FedAvg2025.06 | 0.032 | — | |
| Complex LinearTrained on=fMNIST2022.07 | 0.0363 | — | |
| UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.05 | 1.53 | — | |
| ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 1.58 | — | |
| UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 1.63 | — | |
| AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 1.9 | — | |
| Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 9.46 | — | |
| GPCTrials=102025.03 | — | 0.828 | |
| GPC-fovTrials=10, Saccade planning process=fov2025.03 | — | 0.979 | |
| GPC-nwtaTrials=102025.03 | — | 0.846 | |
| I-JEPATrials=102025.03 | — | 0.972 | |
| MPC-epiTrials=10, Saccade planning process=deterministic epistemic2025.03 | — | 0.974 | |
| MPC-stochTrials=10, Saccade planning process=stochastic foraging2025.03 | — | 0.973 |