Class-Incremental Learning on Sequential-MNIST (Forgetting)
0.04ForgettingDER++
Evaluation Results
| Method | Links | |
|---|---|---|
| DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 0.04 | |
| STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 0.44 | |
| DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 0.66 | |
| STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 0.67 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 0.8 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 0.92 | |
| STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 0.94 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 1.05 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 1.44 | |
| ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 1.46 | |
| DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 1.57 | |
| STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 1.7 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 1.77 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 1.82 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 1.92 | |
| DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 1.94 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 2.08 | |
| STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 2.14 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 2.27 | |
| DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 4.04 | |
| STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 4.05 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 4.23 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 4.27 | |
| DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 4.46 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 4.82 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 4.88 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 5.07 | |
| ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 5.33 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 6.03 | |
| ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 6.1 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 6.97 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 10.16 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 14.4 |