Task-Incremental Learning on CIFAR-100 20 tasks
71.93Accuracy (ACC)SNV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 71.93 | 0 | 54 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 70.65 | 0 | 52 | |
| Upper boundModel Inversion=false, Backbone=ResNet-32, Number of runs=52026.05 | 70.59 | — | — | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 69.82 | 0 | 55 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 68.73 | 0 | 48 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 66.21 | 0 | 46 | |
| DyToxMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 65.6 | 4.45 | 61 | |
| DyToxMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 65.6 | 4.45 | 61 | |
| MEMOMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 64.8 | 3.5 | 67 | |
| NFL+Memory type=Memory-free, Buffer size=02025.03 | 62.14 | 0.52 | 65 | |
| NFL+Memory usage type=Memory-free2026.05 | 62.14 | 0.52 | 65 | |
| DER++Memory type=Memory-based, Buffer size=200 exemplars2025.03 | 62 | 7.5 | 34 | |
| DER++Memory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 62 | 7.5 | 34 | |
| iCaRLMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 61.4 | 6.55 | 37 | |
| iCaRLMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 61.4 | 6.55 | 37 | |
| DCNetMemory type=Memory-free, Buffer size=02025.03 | 58.5 | 2.3 | 59 | |
| DCNetMemory usage type=Memory-free2026.05 | 58.5 | 2.3 | 59 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 56.32 | 0 | 37 | |
| WSNMemory type=Memory-free, Buffer size=02025.03 | 55.82 | 0 | 58 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 55.82 | 0 | 58 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 55.15 | 0 | 36 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 54.62 | 0 | 34 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 54.38 | 0 | 33 | |
| NISPAMemory type=Memory-free, Buffer size=02025.03 | 54.1 | 5.2 | 54 | |
| NISPAMemory usage type=Memory-free2026.05 | 54.1 | 5.2 | 54 | |
| NFLMemory type=Memory-free, Buffer size=02025.03 | 49.37 | 11.85 | 51 | |
| SpaceNetMemory type=Memory-free, Buffer size=02025.03 | 45.5 | 16.8 | 41 | |
| SpaceNetMemory usage type=Memory-free2026.05 | 45.5 | 16.8 | 41 | |
| LwFMemory type=Memory-free, Buffer size=02025.03 | 44.21 | 43.52 | 39 | |
| LwFMemory usage type=Memory-free2026.05 | 44.21 | 43.52 | 39 | |
| SIMemory type=Memory-free, Buffer size=02025.03 | 42.68 | 49.31 | 41 | |
| SIMemory usage type=Memory-free2026.05 | 42.68 | 49.31 | 41 | |
| EWCMemory type=Memory-free, Buffer size=02025.03 | 41.85 | 36.21 | 38 | |
| EWCMemory usage type=Memory-free2026.05 | 41.85 | 36.21 | 38 | |
| REMIXModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 33.11 | — | — | |
| PMIModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 32.6 | — | — | |
| PMI w/o CFSModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 32.23 | — | — | |
| R-DFCILModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 31.54 | — | — | |
| ABDModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 24.4 | — | — | |
| DeepInversionModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 5.63 | — | — |