Continual Learning on DTD
93.85Average Performance (Aavg)SSF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSFBackbone=ViT-B/16-IN21K2026.03 | 93.85 | 94.31 | — | |
| CoReBackbone=ViT-B/16-IN21K2026.03 | 92.71 | 93.35 | — | |
| ViTBackbone=ViT-B/16-IN21K2026.03 | 92.57 | 92.98 | — | |
| AdapterBackbone=ViT-B/16-IN21K2026.03 | 92.57 | 92.98 | — | |
| FinetuneBackbone=ViT-B/16-IN21K2026.03 | 92.39 | 93.19 | — | |
| PromptBackbone=ViT-B/16-IN21K2026.03 | 90.04 | 90.96 | — | |
| F-OALReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 82.8 | 75.9 | 10.1 | |
| EASEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 76 | 67.6 | 12.5 | |
| SCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 75 | 68.7 | 11.6 | |
| iCaRLReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 74.1 | 66.3 | 7.8 | |
| SLCAReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 70.9 | 63.3 | 12.7 | |
| DVCReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 67.3 | 57.2 | 21.7 | |
| ERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 65.4 | 54.3 | 29.8 | |
| LAEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 63.5 | 53.6 | 25 | |
| ASERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 57.4 | 49.4 | 29.3 | |
| LwFReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 40.2 | 18.3 | 4.5 | |
| PCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 35 | 34.6 | 1.4 | |
| EWCReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 27.6 | 13.3 | 68.3 |