Task-incremental Learning on CIFAR100 (test)
76.14AccuracyMetaSP+RehSel
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MetaSP+RehSelbuffer size=10002022.09 | 76.14 | 89.03 | 78.27 | -14.32 | — | — | — | |
| MetaSPbuffer size=10002022.09 | 75.32 | 88.94 | 78.09 | -15.14 | — | — | — | |
| GMEDbuffer size=10002022.09 | 73.91 | 87.49 | 76.36 | -15.1 | — | — | — | |
| GEMbuffer size=10002022.09 | 73.71 | 85.24 | 72.59 | -12.81 | — | — | — | |
| GSSbuffer size=10002022.09 | 71.98 | 86.44 | 71 | -16.06 | — | — | — | |
| ERbuffer size=10002022.09 | 71.74 | 87.4 | 71.6 | -17.4 | — | — | — | |
| Joint2022.09 | 71.25 | — | — | — | — | — | — | |
| MIRbuffer size=10002022.09 | 71.2 | 87.5 | 71.42 | -18.1 | — | — | — | |
| MetaSP+RehSelbuffer size=5002022.09 | 70.81 | 88.58 | 74.24 | -19.74 | — | — | — | |
| MetaSPbuffer size=5002022.09 | 70.03 | 88.94 | 74.07 | -21.01 | — | — | — | |
| RKRBackbone=LeNet, Capacity=104.3%2021.03 | 69.58 | — | — | — | — | — | — | |
| GMEDbuffer size=5002022.09 | 68.82 | 87.3 | 72.66 | -20.53 | — | — | — | |
| GEMbuffer size=5002022.09 | 68.68 | 85.53 | 68.49 | -18.72 | — | — | — | |
| ERbuffer size=5002022.09 | 66.82 | 87.29 | 67.56 | -22.73 | — | — | — | |
| GSSbuffer size=5002022.09 | 66.8 | 86.1 | 66.55 | -21.44 | — | — | — | |
| RKR-LiteBackbone=LeNet, Capacity=100.7%2021.03 | 66.32 | — | — | — | — | — | — | |
| MIRbuffer size=5002022.09 | 66.18 | 87.42 | 67.43 | -23.6 | — | — | — | |
| CCLLBackbone=LeNet, Capacity=100.7%2021.03 | 63.71 | — | — | — | — | — | — | |
| APDBackbone=LeNet, Capacity=135%2021.03 | 60.74 | — | — | — | — | — | — | |
| DENBackbone=LeNet, Capacity=181%2021.03 | 57.38 | — | — | — | — | — | — | |
| AGEMbuffer size=10002022.09 | 55.95 | 85.66 | 59.96 | -33.01 | — | — | — | |
| AGEMbuffer size=5002022.09 | 55.28 | 85.97 | 58.23 | -34.1 | — | — | — | |
| RCLBackbone=LeNet, Capacity=181%2021.03 | 55.26 | — | — | — | — | — | — | |
| PGNBackbone=LeNet, Capacity=171%2021.03 | 54.9 | — | — | — | — | — | — | |
| EWCBackbone=LeNet, Capacity=100%2021.03 | 53.72 | — | — | — | — | — | — | |
| P&CBackbone=LeNet, Capacity=100%2021.03 | 53.54 | — | — | — | — | — | — | |
| HALbuffer size=10002022.09 | 50.07 | 68.62 | 54.01 | -20.61 | — | — | — | |
| L2TBackbone=LeNet, Capacity=100%2021.03 | 48.73 | — | — | — | — | — | — | |
| HALbuffer size=5002022.09 | 44.98 | 67.64 | 50.79 | -25.17 | — | — | — | |
| GDUMB2022.09 | 43.25 | — | 68.28 | — | — | — | — | |
| Finetune2022.09 | 33.85 | — | — | — | — | — | — | |
| ARROW2026.03 | — | — | — | — | — | — | 64.21 | |
| Baseline2026.03 | — | — | — | — | — | — | 57.21 | |
| CBP2026.03 | — | — | — | — | — | — | 57.43 | |
| EWCRegularization coefficient=1002024.03 | — | — | — | — | 45.2 | 41.5 | — | |
| EWC w/ LingoCLRegularization coefficient=1002024.03 | — | — | — | — | 42.5 | 45.4 | — | |
| L2P2026.03 | — | — | — | — | — | — | 60.17 | |
| MASRegularization coefficient=0.12024.03 | — | — | — | — | 44.5 | 42.9 | — | |
| MAS w/ LingoCLRegularization coefficient=0.12024.03 | — | — | — | — | 42.3 | 47 | — | |
| NaP2026.03 | — | — | — | — | — | — | 58.62 | |
| Oracle2024.03 | — | — | — | — | — | 77.6 | — | |
| Oracle w/ LingoCL2024.03 | — | — | — | — | — | 78 | — | |
| SIRegularization coefficient=0.32024.03 | — | — | — | — | 45 | 41.4 | — | |
| SI w/ LingoCLRegularization coefficient=0.32024.03 | — | — | — | — | 35.4 | 51.1 | — | |
| TRAC2026.03 | — | — | — | — | — | — | 63.58 |