Continual Learning on TinyImageNet Split 10 sequential tasks (test)
0Final ForgettingJoint
Evaluation results
| Method | Links | |
|---|---|---|
| JointBuffer size=5002026.02 | 0 | |
| JointBuffer size=40002026.02 | 0 | |
| iCaRLBuffer size=40002026.02 | 15.29 | |
| Ours (BFP+ID)Buffer size=40002026.02 | 16.68 | |
| XDERBuffer size=40002026.02 | 18.87 | |
| iCaRLBuffer size=5002026.02 | 20.82 | |
| Ours (ER+ID)Buffer size=40002026.02 | 22.46 | |
| BFPBuffer size=40002026.02 | 27.19 | |
| Ours (BFP+ID)Buffer size=5002026.02 | 27.41 | |
| ER-ACEBuffer size=40002026.02 | 29.37 | |
| BFPBuffer size=5002026.02 | 30.02 | |
| LUCIRBuffer size=40002026.02 | 30.59 | |
| LUCIRBuffer size=5002026.02 | 35.02 | |
| Ours (ER+ID)Buffer size=5002026.02 | 36.63 | |
| DER++Buffer size=40002026.02 | 39.11 | |
| ER-ACEBuffer size=5002026.02 | 40.97 | |
| XDERBuffer size=5002026.02 | 42.9 | |
| ERBuffer size=40002026.02 | 57.47 | |
| DERBuffer size=40002026.02 | 59.54 | |
| DER++Buffer size=5002026.02 | 61.45 | |
| BiCBuffer size=40002026.02 | 63.48 | |
| BiCBuffer size=5002026.02 | 67.57 | |
| DERBuffer size=5002026.02 | 68.43 | |
| ERBuffer size=5002026.02 | 74.79 |