Online Continual Learning on OpenLORIS
57Accuracy (1-shot)CLP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CLPSystem=GPU, Quantization=FP322025.11 | 57 | 93 | 2.58 | 14.74 | 2.96 | 38.09 | |
| CLPSystem=CPU, Quantization=FP322025.11 | 57 | 93 | 1.08 | 8.66 | 3.7 | 9.32 | |
| CLP-SNNSystem=Loihi 2, Quantization=INT82025.11 | 55.4 | 90 | 0.33 | 0.05 | 0.01 | 0.02 | |
| ReplaySystem=GPU, Quantization=FP322025.11 | 55.1 | 91.6 | 2.47 | 14.39 | 3.11 | 35.56 | |
| ReplaySystem=CPU, Quantization=FP322025.11 | 55.1 | 91.6 | 6.58 | 50.92 | 20.43 | 335.23 | |
| ReplaySystem=GPU, Quantization=FP162025.11 | 55.1 | 91.6 | 2.51 | 14.29 | 2.85 | 35.84 | |
| SLDASystem=GPU, Quantization=FP322025.11 | 54.4 | 95.7 | 37.3 | 333 | 166 | 12,431 | |
| SLDASystem=CPU, Quantization=FP322025.11 | 54.4 | 95.7 | 73.2 | 678 | 347 | 49,615 | |
| SLDASystem=GPU, Quantization=FP162025.11 | 54.4 | 95.7 | 37.2 | 329 | 162 | 12,254 | |
| NCMSystem=GPU, Quantization=FP322025.11 | 53.1 | 84.5 | 0.69 | 3.89 | 0.75 | 2.68 | |
| NCMSystem=CPU, Quantization=FP322025.11 | 53.1 | 84.5 | 0.34 | 1.85 | 0.31 | 0.62 |