Online Continual Learning on CUB-200
62.9AAUCHALO
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HALOReplay Buffer Size=1,0002026.05 | 62.9 | — | — | 46.2 | 0.93 | 37.6 | |
| GACILReplay Buffer Size=1,0002026.05 | 54.7 | — | — | 31.2 | 1.3 | 35.8 | |
| MIRReplay Buffer Size=1,0002026.05 | 53.5 | — | — | 27.9 | 1.42 | 21.4 | |
| OnLoraReplay Buffer Size=1,0002026.05 | 53.2 | — | — | 28.4 | 1.29 | 28.9 | |
| ACILReplay Buffer Size=1,0002026.05 | 52.5 | — | — | 30.9 | 1.34 | 35.8 | |
| RMReplay Buffer Size=1,0002026.05 | 52.3 | — | — | 23.1 | 1.4 | 17.4 | |
| PLFMSReplay Buffer Size=1,0002026.05 | 52.2 | — | — | 22.9 | 1.53 | 16.3 | |
| EWC++ w/ RSReplay Buffer Size=1,0002026.05 | 51.5 | — | — | 23.9 | 1.46 | 14.7 | |
| CCL-DCReplay Buffer Size=1,0002026.05 | 51.5 | — | — | 20.8 | 1.42 | 18.4 | |
| LwF w/ RSReplay Buffer Size=1,0002026.05 | 50.8 | — | — | 21.8 | 1.47 | 16.7 | |
| CLIBReplay Buffer Size=1,0002026.05 | 50.6 | — | — | 23.4 | 1.44 | 18.9 | |
| RS (HAF)Replay Buffer Size=1,0002026.05 | 50.5 | — | — | 20.3 | 1.51 | 15.7 | |
| NsCEReplay Buffer Size=1,0002026.05 | 50.3 | — | — | 24.6 | 1.49 | 17.7 | |
| CBRSReplay Buffer Size=1,0002026.05 | 49.8 | — | — | 19.7 | 1.45 | 18.6 | |
| OnProReplay Buffer Size=1,0002026.05 | 47.6 | — | — | 20.9 | 1.51 | 15.1 | |
| iCaRL w/ SDCReplay Buffer Size=1,0002026.05 | 47.4 | — | — | 24.5 | 1.43 | 22.4 | |
| ICICLE w/ RSReplay Buffer Size=1,0002026.05 | 46.4 | — | — | 21.6 | 1.4 | 15.6 | |
| AGEM2025.12 | — | 10.84 | 47.79 | — | — | — | |
| DER++2025.12 | — | 26.61 | 32.16 | — | — | — | |
| EMA (DER++)Base Method=DER++2025.12 | — | 35.26 | 25.55 | — | — | — | |
| EMA (RAR)Base Method=RAR2025.12 | — | 33.34 | 28.68 | — | — | — | |
| ER2025.12 | — | 31.66 | 14.23 | — | — | — | |
| EWC++2025.12 | — | 26.14 | 47.69 | — | — | — | |
| GDumb2025.12 | — | 9.09 | — | — | — | — | |
| GRACE2025.12 | — | 43.53 | 9.21 | — | — | — | |
| LODE (DER++)Base Method=DER++2025.12 | — | 39.2 | 41.64 | — | — | — | |
| MIR2025.12 | — | 31.64 | 23.43 | — | — | — | |
| Online-LoRA2025.12 | — | 41.46 | 13.64 | — | — | — | |
| PCR2025.12 | — | 41.11 | 29.64 | — | — | — |