Task-Incremental Learning on Tiny-ImageNet 10 tasks
74.82AccuracySNV
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 74.82 | 0 | 0.59 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 74.73 | 0 | 0.64 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 74.38 | 0 | 0.61 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 73.24 | 0 | 0.56 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 69.89 | 0 | 0.54 | |
| DyToxMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 68.5 | 3.55 | 0.66 | |
| DyToxMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 68.5 | 3.55 | 0.66 | |
| DER++Memory type=Memory-based, Buffer size=200 exemplars2025.03 | 67.8 | 3.55 | 0.43 | |
| DER++Memory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 67.8 | 3.55 | 0.43 | |
| MEMOMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 67.6 | 2.8 | 0.71 | |
| iCaRLMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 66.7 | 6.45 | 0.41 | |
| iCaRLMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 66.7 | 6.45 | 0.41 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 63.22 | 0 | 0.42 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 62.92 | 0 | 0.42 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 61.96 | 0 | 0.41 | |
| WSNMemory type=Memory-free, Buffer size=02025.03 | 61.06 | 0 | 0.64 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 61.06 | 0 | 0.64 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 60.72 | 0 | 0.4 | |
| NFL+Memory type=Memory-free, Buffer size=02025.03 | 58.21 | 1.04 | 0.68 | |
| NFL+Memory usage type=Memory-free2026.05 | 58.21 | 1.04 | 0.68 | |
| DCNetMemory type=Memory-free, Buffer size=02025.03 | 54.8 | 2.9 | 0.62 | |
| DCNetMemory usage type=Memory-free2026.05 | 54.8 | 2.9 | 0.62 | |
| NISPAMemory type=Memory-free, Buffer size=02025.03 | 53.8 | 5.65 | 0.59 | |
| NISPAMemory usage type=Memory-free2026.05 | 53.8 | 5.65 | 0.59 | |
| LwFMemory type=Memory-free, Buffer size=02025.03 | 49.85 | 41.21 | 0.43 | |
| LwFMemory usage type=Memory-free2026.05 | 49.85 | 41.21 | 0.43 | |
| SpaceNetMemory type=Memory-free, Buffer size=02025.03 | 48.9 | 15.35 | 0.46 | |
| SpaceNetMemory usage type=Memory-free2026.05 | 48.9 | 15.35 | 0.46 | |
| SIMemory type=Memory-free, Buffer size=02025.03 | 48.45 | 52.97 | 0.49 | |
| SIMemory usage type=Memory-free2026.05 | 48.45 | 52.97 | 0.49 | |
| NFLMemory type=Memory-free, Buffer size=02025.03 | 47.65 | 14.73 | 0.54 | |
| EWCMemory type=Memory-free, Buffer size=02025.03 | 44.19 | 41.85 | 0.46 | |
| EWCMemory usage type=Memory-free2026.05 | 44.19 | 41.85 | 0.46 |