Continual Learning on CIFAR-100 10 steps
115.8Number of ConnectionsDSD-SNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DSD-SNNMemory Method=Expansion2023.09 | 115.8 | 5,362 | 3,840,000,000 | 13,800,000,000 | |
| DER DNNMemory Method=Expansion2023.09 | 61.6 | 21,472 | 6,110,000,000 | 28,100,000,000 | |
| EWC SNNMemory Method=Regularization2023.09 | 11.2 | 3,840 | 1,110,000,000 | 4,000,000,000 | |
| MAC SNNMemory Method=Regularization2023.09 | 11.2 | 3,840 | 1,110,000,000 | 4,000,000,000 | |
| PODNet DNNMemory Method=Regularization2023.09 | 11.2 | 3,840 | 1,110,000,000 | 5,100,000,000 | |
| iCaRL DNNMemory Method=Replay2023.09 | 11.2 | 3,840 | 1,110,000,000 | 5,100,000,000 | |
| DER++ DNNMemory Method=Replay2023.09 | 11.2 | 3,840 | 1,110,000,000 | 5,100,000,000 | |
| SCA-SNNMemory Method=Expansion2023.09 | 8.4 | 3,111 | 920,000,000 | 3,300,000,000 | |
| ADR-SNNMemory Method=Reorganization2023.09 | 1.6 | 1,572 | 150,000,000 | 1,100,000,000 |