Class-Incremental Learning on Tiny-ImageNet 20 tasks
40.51AccuracyDyTox
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DyToxMemory category=Memory-based2026.05 | 40.51 | 0.32 | 61 | — | |
| DyToxMemory usage=Memory-based2025.03 | 38.8 | 36.42 | 58 | — | |
| SNVMemory category=Memory-free2026.05 | 37.47 | 0.04 | 54 | — | |
| MEMOMemory usage=Memory-based2025.03 | 37.4 | 38.15 | 63 | — | |
| NFL+Memory usage=Memory-free2025.03 | 36.65 | 44.29 | 56 | — | |
| NFL+Memory category=Memory-free2026.05 | 36.65 | 0.07 | 56 | — | |
| DCNetMemory usage=Memory-free2025.03 | 35.8 | 45.41 | 54 | — | |
| DCNetMemory category=Memory-free2026.05 | 35.8 | 0.08 | 53 | — | |
| NISPAMemory usage=Memory-free2025.03 | 27.9 | 49.12 | 47 | — | |
| NISPAMemory category=Memory-free2026.05 | 27.9 | 0.12 | 47 | — | |
| NFLMemory usage=Memory-free2025.03 | 24.8 | 52.38 | 44 | — | |
| DER++Memory category=Memory-based2026.05 | 17.47 | 0.58 | 40 | — | |
| PECMemory usage=Memory-free2025.03 | 15.91 | 56.14 | 42 | — | |
| PECMemory category=Memory-free2026.05 | 15.91 | 0.17 | 42 | — | |
| iCaRLMemory category=Memory-based2026.05 | 15.1 | 0.6 | 37 | — | |
| DER++Memory usage=Memory-based2025.03 | 14.6 | 33.75 | 36 | — | |
| SpaceNetMemory usage=Memory-free2025.03 | 14.2 | 53.83 | 36 | — | |
| SpaceNetMemory category=Memory-free2026.05 | 14.2 | 0.16 | 40 | — | |
| LwFMemory usage=Memory-free2025.03 | 12.76 | 54.59 | 39 | — | |
| LwFMemory category=Memory-free2026.05 | 12.76 | 0.17 | 39 | — | |
| iCaRLMemory usage=Memory-based2025.03 | 12.5 | 58.6 | 32 | — | |
| SIMemory usage=Memory-free2025.03 | 12.02 | 55.47 | 43 | — | |
| SIMemory category=Memory-free2026.05 | 12.02 | 0.22 | 43 | — | |
| EWCMemory usage=Memory-free2025.03 | 8.91 | 53.54 | 40 | — | |
| EWCMemory category=Memory-free2026.05 | 8.91 | 0.22 | 40 | — | |
| ABDModel inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 14.61 | |
| DCMIModel inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 17.03 | |
| PMIModel inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 25.67 | |
| PMI w/o CFSModel inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 25.51 | |
| PRAKAModel inversion=false, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 13.62 | |
| R-DFCILModel inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 24.85 | |
| REMIXModel inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 27.11 | |
| SSREModel inversion=false, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 10.09 | |
| Upper boundModel inversion=false, Backbone=ResNet-32, Number of runs=52026.05 | — | — | — | 55.25 |