Online Class-Incremental Learning on CIFAR-100 10 tasks (test)
43.2FAA (%)SCR + GWM
Evaluation Results
| Method | Links | |
|---|---|---|
| SCR + GWMMemory Size (Ms)=5K2025.08 | 43.2 | |
| MOSE-MOEMemory Size (Ms)=5K2025.08 | 41.5 | |
| EMIMemory Size (Ms)=5K2025.08 | 41.2 | |
| ER + GWMMemory Size (Ms)=1K2025.08 | 38.4 | |
| HPCR + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 37.1 | |
| HPCRMemory Size (Ms)=5K2025.08 | 36.4 | |
| PCR + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 36.3 | |
| MOSE-MOE + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 36.2 | |
| ER-DCBAMemory Size (Ms)=5K2025.08 | 35.4 | |
| EMI + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 35.1 | |
| ER-DCBA + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 34.8 | |
| MLG + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 34.6 | |
| ER + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 34.5 | |
| PCRMemory Size (Ms)=5K2025.08 | 33.6 | |
| MLGMemory Size (Ms)=5K2025.08 | 33.6 | |
| GSA + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 32 | |
| MOSE-MOE + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 31.7 | |
| PCR + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 31.3 | |
| HPCR + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 31.2 | |
| HPCR + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 30.6 | |
| ER-ACE + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 29.9 | |
| ERMemory Size (Ms)=5K2025.08 | 29.2 | |
| SCR + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 29 | |
| MLG + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 29 | |
| SCR + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 28.7 | |
| MLG + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 28.3 | |
| HPCRMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 28.2 | |
| ER + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 28 | |
| ER + CCL-DCMemory Size (Ms)=1K2025.08 | 27.9 | |
| GSAMemory Size (Ms)=5K2025.08 | 27.9 | |
| ER-DCBA + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 27.5 | |
| ER-ACE + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 27.4 | |
| OCM + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 27.4 | |
| MOSE-MOEMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 27.2 | |
| MOSE-MOE + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 27 | |
| HPCR + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 27 | |
| ER-DCBA + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 26.9 | |
| PCR + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 26.8 | |
| EMI + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 26.5 | |
| EMI + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 26 | |
| PCRMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 25.7 | |
| PCR + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 25.5 | |
| GSA + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 25.3 | |
| GSA + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 24.8 | |
| MLGMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 24.4 | |
| EMIMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 23.4 | |
| ER + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 23.3 | |
| ER-ACE + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 23.1 | |
| MLG + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 22.7 | |
| ER-DCBA + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 22.3 | |
| ER-ACEMemory Size (Ms)=1K2025.08 | 22.3 | |
| HPCR + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 22.1 | |
| ER + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 21.6 | |
| HPCRMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 21.3 | |
| MLG + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 20.9 | |
| ERMemory Size (Ms)=2K2025.08 | 20.3 | |
| EMI + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 20.2 | |
| MOSE-MOE + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 20 | |
| OCM + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19.9 | |
| GSAMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 19.8 | |
| ER-ACE + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19.6 | |
| MOSE-MOE + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19.5 | |
| MOSE-MOEMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19.4 | |
| PCR + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19.3 | |
| OCMMemory Size (Ms)=5K2025.08 | 19.3 | |
| SCR + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19.2 | |
| ER-ACEMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 19 | |
| PCRMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 19 | |
| GSA + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 18.8 | |
| MLGMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 18.6 | |
| ER-DCBAMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 18.4 | |
| SCRMemory Size (Ms)=1K2025.08 | 18.4 | |
| ER-DCBA + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 18 | |
| SCR + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 17.8 | |
| OCM + CCL-DCMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 17.4 | |
| ER-ACE + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 17.1 | |
| HPCR + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 17 | |
| GSA + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 16.5 | |
| MLG + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 16.5 | |
| HPCRMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 16.5 | |
| EMI + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 16.4 | |
| MLGMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 15.6 | |
| OCMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 15.5 | |
| SCRMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 15.3 | |
| ER-ACE + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 15.2 | |
| ER + CCL-DCMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 15.1 | |
| PCRMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 15.1 | |
| OCM + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 14.9 | |
| PCR + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 14.7 | |
| MOSE-MOEMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 14.7 | |
| GSAMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 14.6 | |
| MOSE-MOE + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 14.4 | |
| ERMemory Size (Ms)=1K2025.08 | 14.3 | |
| ER-ACEMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 14.1 | |
| ER-DCBA + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 13.6 | |
| GSA + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 12.8 | |
| EMIMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 12.8 | |
| SCR + GWMMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 12.4 | |
| EMI + CCL-DCMemory Size (Ms)=0.1K, Backbone=ResNet-18, Batch Size=102025.08 | 12.4 | |
| ER-DCBAMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 12.4 |