Class-Incremental Learning on CIFAR-10 Sequential (FAA)
98.25FAAJOINT
Evaluation results
| Method | Links | |
|---|---|---|
| JOINTModel Type=ANN, Time steps (T)=None2026.01 | 98.25 | |
| snn-JOINTModel Type=SNN, Time steps (T)=42026.01 | 89.8 | |
| snn-JOINTModel Type=SNN, Time steps (T)=22026.01 | 89.75 | |
| DER++Model Type=ANN, Time steps (T)=None, Buffer size=51202026.01 | 87.08 | |
| DERModel Type=ANN, Time steps (T)=None, Buffer size=51202026.01 | 86.27 | |
| ERModel Type=ANN, Time steps (T)=None, Buffer size=51202026.01 | 85.91 | |
| STAERModel Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 83.53 | |
| STAERModel Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 78.3 | |
| snn-DER++Model Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 78.25 | |
| snn-DER++Model Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 78.19 | |
| snn-DERModel Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 75.92 | |
| snn-DERModel Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 75.8 | |
| snn-ERModel Type=SNN, Time steps (T)=4, Buffer size=51202026.01 | 74.44 | |
| snn-ERModel Type=SNN, Time steps (T)=2, Buffer size=51202026.01 | 72.89 | |
| DER++Model Type=ANN, Time steps (T)=None, Buffer size=5002026.01 | 65.94 | |
| STAERModel Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 65.68 | |
| DERModel Type=ANN, Time steps (T)=None, Buffer size=5002026.01 | 64.51 | |
| ERModel Type=ANN, Time steps (T)=None, Buffer size=5002026.01 | 61.64 | |
| snn-DER++Model Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 60.81 | |
| STAERModel Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 59.12 | |
| snn-DER++Model Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 59.08 | |
| snn-DERModel Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 58.62 | |
| snn-DERModel Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 57.24 | |
| DER++Model Type=ANN, Time steps (T)=None, Buffer size=2002026.01 | 56.57 | |
| snn-ERModel Type=SNN, Time steps (T)=2, Buffer size=5002026.01 | 52.68 | |
| DERModel Type=ANN, Time steps (T)=None, Buffer size=2002026.01 | 51.71 | |
| STAERModel Type=SNN, Time steps (T)=4, Buffer size=2002026.01 | 51.19 | |
| snn-DER++Model Type=SNN, Time steps (T)=4, Buffer size=2002026.01 | 51.11 | |
| snn-ERModel Type=SNN, Time steps (T)=4, Buffer size=5002026.01 | 50.82 | |
| snn-DER++Model Type=SNN, Time steps (T)=2, Buffer size=2002026.01 | 50.4 | |
| snn-DERModel Type=SNN, Time steps (T)=4, Buffer size=2002026.01 | 50.16 | |
| snn-DERModel Type=SNN, Time steps (T)=2, Buffer size=2002026.01 | 48.56 | |
| STAERModel Type=SNN, Time steps (T)=2, Buffer size=2002026.01 | 47.88 | |
| ERModel Type=ANN, Time steps (T)=None, Buffer size=2002026.01 | 46.68 | |
| snn-ERModel Type=SNN, Time steps (T)=4, Buffer size=2002026.01 | 38.99 | |
| snn-ERModel Type=SNN, Time steps (T)=2, Buffer size=2002026.01 | 37.8 | |
| SGDModel Type=ANN, Time steps (T)=None2026.01 | 19.63 | |
| snn-SGDModel Type=SNN, Time steps (T)=42026.01 | 19.47 | |
| snn-SGDModel Type=SNN, Time steps (T)=22026.01 | 19.44 |