Class-Incremental Continual Learning on CIFAR-10 Sequential
8.23ForgettingGCR
Evaluation Results
| Method | Links | |
|---|---|---|
| GCRBuffer Size (K)=20002021.11 | 8.23 | |
| STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 11.45 | |
| DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 11.6 | |
| DERBuffer Size (K)=20002021.11 | 12.92 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 13.39 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 13.46 | |
| DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 13.47 | |
| STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 13.85 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 15.61 | |
| ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 17.15 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 18.78 | |
| GCRBuffer Size (K)=5002021.11 | 19.27 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 19.37 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 19.83 | |
| DERBuffer Size (K)=5002021.11 | 24.02 | |
| STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 29.2 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 31.42 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 31.83 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 31.86 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 32.66 | |
| GCRBuffer Size (K)=2002021.11 | 32.75 | |
| STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 33.68 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 35.38 | |
| STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 35.47 | |
| DERBuffer Size (K)=2002021.11 | 35.79 | |
| DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 36.41 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 38.55 | |
| STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 41.91 | |
| snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 42.41 | |
| DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 44.23 | |
| ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 44.66 | |
| snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 47.8 | |
| DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 47.81 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 53.2 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 55.52 | |
| DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 55.85 | |
| ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 63.11 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 70.31 | |
| snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 71.72 |