Online Continual Learning on iNaturalist
78.3AAUCHALO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HALOReplay Buffer Size=5,0002026.05 | 78.3 | 40.8 | 1.55 | 40.1 | |
| OnLoraReplay Buffer Size=5,0002026.05 | 73.5 | 30.2 | 1.89 | 22.1 | |
| CLIBReplay Buffer Size=5,0002026.05 | 72.8 | 26.4 | 1.93 | 19.4 | |
| RMReplay Buffer Size=5,0002026.05 | 72 | 25.4 | 2.07 | 14.4 | |
| RS (HAF)Replay Buffer Size=5,0002026.05 | 71.7 | 24.8 | 2.02 | 11.6 | |
| CCL-DCReplay Buffer Size=5,0002026.05 | 70.8 | 27.2 | 2.03 | 16.5 | |
| CBRSReplay Buffer Size=5,0002026.05 | 70.4 | 26.3 | 1.9 | 14.7 | |
| PLFMSReplay Buffer Size=5,0002026.05 | 70.4 | 25.4 | 2.03 | 16.2 | |
| NsCEReplay Buffer Size=5,0002026.05 | 69.2 | 21.4 | 2.35 | 14.3 | |
| GACILReplay Buffer Size=5,0002026.05 | 69 | 34.1 | 2.2 | 30.9 | |
| MIRReplay Buffer Size=5,0002026.05 | 68.4 | 23 | 2.27 | 15.3 | |
| iCaRL w/ SDCReplay Buffer Size=5,0002026.05 | 67.3 | 28.1 | 1.89 | 17.1 | |
| ACILReplay Buffer Size=5,0002026.05 | 67.2 | 34.6 | 2.24 | 26.8 | |
| EWC++ w/ RSReplay Buffer Size=5,0002026.05 | 65.4 | 21.9 | 2.32 | 18.4 | |
| OnProReplay Buffer Size=5,0002026.05 | 61.4 | 17.7 | 2.16 | 13.5 | |
| LwF w/ RSReplay Buffer Size=5,0002026.05 | 60.8 | 17.6 | 2.35 | 14.3 | |
| ICICLE w/ RSReplay Buffer Size=5,0002026.05 | 57.4 | 20.1 | 2.39 | 9.4 |