Continual Learning on Tiny-ImageNet
6.35ECEBFP + ID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BFP + IDBuffer size=40002026.02 | 6.35 | — | — | — | |
| BFP + IDBuffer size=5002026.02 | 7.77 | — | — | — | |
| BFPBuffer size=40002026.02 | 8.25 | — | — | — | |
| BFPBuffer size=5002026.02 | 9.45 | — | — | — | |
| T-CILBuffer size=40002026.02 | 10.3 | — | — | — | |
| DERBuffer size=40002026.02 | 10.52 | — | — | — | |
| ER + IDBuffer size=40002026.02 | 11.14 | — | — | — | |
| T-CILBuffer size=5002026.02 | 14.5 | — | — | — | |
| RCBuffer size=40002026.02 | 16.49 | — | — | — | |
| RCBuffer size=5002026.02 | 21.32 | — | — | — | |
| ER + IDBuffer size=5002026.02 | 21.55 | — | — | — | |
| DERBuffer size=5002026.02 | 22.8 | — | — | — | |
| ERBuffer size=40002026.02 | 51.37 | — | — | — | |
| ERBuffer size=5002026.02 | 67.5 | — | — | — | |
| ASERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | — | 85.8 | 80 | 16.3 | |
| DVCReplay=true, Backbone=ViT, Pre-trained=true2024.03 | — | 91.5 | 87.2 | 8.9 | |
| EASEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | — | 92 | 89.3 | 2.8 | |
| ERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | — | 87.3 | 81.6 | 13.3 | |
| EWCReplay=false, Backbone=ViT, Pre-trained=true2024.03 | — | 60.5 | 44.6 | 20.7 | |
| F-OALReplay=false, Backbone=ViT, Pre-trained=true2024.03 | — | 91.2 | 87.3 | 5 | |
| iCaRLReplay=true, Backbone=ViT, Pre-trained=true2024.03 | — | 91.3 | 87.8 | 2.7 | |
| LAEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | — | 86.7 | 82.4 | 5.4 | |
| LwFReplay=false, Backbone=ViT, Pre-trained=true2024.03 | — | 82.5 | 72.5 | 1 | |
| PCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | — | 91 | 86.1 | 8 | |
| SCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | — | 82.6 | 75.8 | 7.7 | |
| SLCAReplay=false, Backbone=ViT, Pre-trained=true2024.03 | — | 88.6 | 85.4 | 4.2 |