Continual Learning on Sequential-MNIST
99.99Avg AccJOINT
Evaluation results
| Method | Links | |
|---|---|---|
| JOINTArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=Full Data2026.01 | 99.99 | |
| ERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 99.93 | |
| DER++Architecture=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 99.93 | |
| snn-JOINTArchitecture=SNN, Temporal steps (T)=4, Buffer size=Full Data2026.01 | 99.92 | |
| DERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 99.91 | |
| STAERArchitecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 99.88 | |
| DER++Architecture=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 99.83 | |
| DERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 99.82 | |
| STAERArchitecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 99.81 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 99.77 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 99.75 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 99.74 | |
| ERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 99.73 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 99.73 | |
| snn-JOINTArchitecture=SNN, Temporal steps (T)=2, Buffer size=Full Data2026.01 | 99.72 | |
| STAERArchitecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 99.71 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 99.7 | |
| DER++Architecture=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 99.67 | |
| DERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 99.65 | |
| STAERArchitecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 99.63 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 99.62 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 99.55 | |
| ERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 99.52 | |
| JOINT2020.04 | 99.51 | |
| DER++Buffer=51202020.04 | 99.47 | |
| STAERArchitecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 99.45 | |
| GEMBuffer=51202020.04 | 99.44 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 99.43 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 99.42 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 99.35 | |
| ERBuffer=51202020.04 | 99.33 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 99.33 | |
| JOINTModel Type=ANN, Time steps (T)=None2026.01 | 99.32 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 99.31 | |
| DERBuffer=51202020.04 | 99.29 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 99.28 | |
| MERBuffer=51202020.04 | 99.27 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 99.26 | |
| PNN2020.04 | 99.23 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 99.2 | |
| STAERArchitecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 99.17 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 99.07 | |
| DER++Model Type=ANN, Time steps (T)=None, Buffer size=51202026.01 | 99.06 | |
| ERBuffer=5002020.04 | 99.04 | |
| DER++Buffer=5002020.04 | 98.94 | |
| A-GEMBuffer=5002020.04 | 98.93 | |
| A-GEMBuffer=51202020.04 | 98.93 | |
| snn-JOINTModel Type=SNN, Time steps (T)=42026.01 | 98.92 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 98.89 | |
| DERBuffer=5002020.04 | 98.84 | |
| DERModel Type=ANN, Time steps (T)=None, Buffer size=51202026.01 | 98.83 | |
| DERBuffer=2002020.04 | 98.8 | |
| DER++Buffer=2002020.04 | 98.76 | |
| snn-JOINTModel Type=SNN, Time steps (T)=22026.01 | 98.72 | |
| GEMBuffer=5002020.04 | 98.71 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 98.65 | |
| A-GEMBuffer=2002020.04 | 98.61 | |
| STAERModel Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 98.48 | |
| MERBuffer=5002020.04 | 98.43 | |
| oEWC2020.04 | 98.39 | |
| HALBuffer=51202020.04 | 98.35 | |
| GSSBuffer=51202020.04 | 98.33 | |
| iCaRLBuffer=5002020.04 | 98.32 | |
| iCaRLBuffer=51202020.04 | 98.32 | |
| iCaRLBuffer=2002020.04 | 98.28 | |
| ERModel Type=ANN, Time steps (T)=None, Buffer size=51202026.01 | 98.17 | |
| DER++Model Type=ANN, Time steps (T)=None, Buffer size=5002026.01 | 98.15 | |
| MERBuffer=2002020.04 | 98.05 | |
| snn-DER++Model Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 98.04 | |
| HALBuffer=5002020.04 | 98.03 | |
| HALBuffer=2002020.04 | 97.96 | |
| DERModel Type=ANN, Time steps (T)=None, Buffer size=5002026.01 | 97.91 | |
| ERBuffer=2002020.04 | 97.86 | |
| FDRBuffer=51202020.04 | 97.79 | |
| GEMBuffer=2002020.04 | 97.78 | |
| snn-DERModel Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 97.78 | |
| GSSBuffer=5002020.04 | 97.71 | |
| FDRBuffer=2002020.04 | 97.66 | |
| FDRBuffer=5002020.04 | 97.54 | |
| STAERModel Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 97.53 | |
| snn-DER++Model Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 97.33 | |
| STAERModel Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 96.92 | |
| snn-DERModel Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 96.88 | |
| STAERModel Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 96.7 | |
| snn-ERModel Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 96.55 | |
| DER++Model Type=ANN, Time steps (T)=None, Buffer size=2002026.01 | 96.37 | |
| DERModel Type=ANN, Time steps (T)=None, Buffer size=2002026.01 | 96.12 | |
| snn-DER++Model Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 96.01 | |
| SI2020.04 | 96 | |
| snn-DER++Model Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 96 | |
| snn-DERModel Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 95.79 | |
| JOINT2020.04 | 95.57 | |
| ERModel Type=ANN, Time steps (T)=None, Buffer size=5002026.01 | 95.39 | |
| DER++Buffer=51202020.04 | 95.3 | |
| snn-ERModel Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 95.2 | |
| GEMBuffer=51202020.04 | 95.11 | |
| GSSBuffer=2002020.04 | 95.02 | |
| SGD2020.04 | 94.94 | |
| DERBuffer=51202020.04 | 94.9 | |
| snn-DERModel Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 94.88 |