Dataset | Digit5 | Incremental-CIFAR | Incremental-Animal | |||
Metric | ACC (↑) | FGT (↓) | ACC (↑) | FGT (↓) | ACC (↑) | FGT (↓) |
Protocol | in-order | |||||
P2P-CE | 91.81 ± 0.43 | 5.69 ± 0.54 | 69.53 ± 1.77 | 26.96 ± 1.23 | 71.77 ± 0.71 | 30.41 ± 0.47 |
OS-KD | 91.87 ± 0.53 | 5.79 ± 0.74 | 76.61 ± 1.49 | 10.60 ± 1.23 | 80.97 ± 0.15 | 11.35 ± 1.06 |
P2P-KD | 92.99 ± 0.46 | 3.88 ± 0.66 | 77.48 ± 1.75 | 10.83 ± 1.52 | 81.99 ± 0.63 | 6.89 ± 0.66 |
Protocol | reverse-order | |||||
P2P-CE | 88.73 ± 0.23 | 10.87 ± 0.35 | 71.13 ± 1.08 | 23.13 ± 1.23 | 69.76 ± 1.70 | 29.33 ± 0.69 |
OS-KD | 90.36 ± 0.25 | 7.58 ± 0.34 | 77.08 ± 0.65 | 9.99 ± 0.80 | 74.37 ± 1.39 | 18.80 ± 1.17 |
P2P-KD | 89.71 ± 0.56 | 8.27 ± 0.72 | 78.40 ± 0.43 | 8.39 ± 0.77 | 77.86 ± 1.10 | 13.05 ± 1.73 |