Online Continual Learning on FGVC-Aircraft
40.6AAUCHALO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HALOReplay Buffer Size=1,0002026.05 | 40.6 | 36.6 | 1.28 | 28.9 | |
| GACILReplay Buffer Size=1,0002026.05 | 38.6 | 26.7 | 1.75 | 30.3 | |
| ACILReplay Buffer Size=1,0002026.05 | 38.1 | 27.4 | 1.77 | 30.5 | |
| OnLoraReplay Buffer Size=1,0002026.05 | 34.5 | 26.7 | 1.69 | 24.7 | |
| CCL-DCReplay Buffer Size=1,0002026.05 | 33.1 | 28 | 1.75 | 25.9 | |
| MIRReplay Buffer Size=1,0002026.05 | 32.1 | 23.6 | 1.82 | 12.4 | |
| RMReplay Buffer Size=1,0002026.05 | 31.5 | 22.6 | 1.94 | 13.4 | |
| EWC++ w/ RSReplay Buffer Size=1,0002026.05 | 30.9 | 15.8 | 1.93 | 10.3 | |
| iCaRL w/ SDCReplay Buffer Size=1,0002026.05 | 28.4 | 22.7 | 1.8 | 18.1 | |
| NsCEReplay Buffer Size=1,0002026.05 | 26.8 | 18.4 | 1.85 | 22.3 | |
| CBRSReplay Buffer Size=1,0002026.05 | 26.4 | 24.1 | 1.87 | 11.5 | |
| PLFMSReplay Buffer Size=1,0002026.05 | 26.1 | 23.3 | 1.81 | 13.3 | |
| OnProReplay Buffer Size=1,0002026.05 | 25.6 | 28.3 | 1.93 | 21.6 | |
| LwF w/ RSReplay Buffer Size=1,0002026.05 | 24.3 | 16.1 | 1.94 | 11.1 | |
| CLIBReplay Buffer Size=1,0002026.05 | 23.9 | 17 | 1.94 | 11.7 | |
| RS (HAF)Replay Buffer Size=1,0002026.05 | 20.2 | 16.2 | 2.03 | 9.9 | |
| ICICLE w/ RSReplay Buffer Size=1,0002026.05 | 18.4 | 9.8 | 1.77 | 7.3 |