Class-Incremental Learning on FGVC-aircraft
74.89Accuracy LastCoRe
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoReBackbone=ViT-B/16-IN21K2026.03 | 74.89 | — | 75.09 | — | |
| SSFBackbone=ViT-B/16-IN21K2026.03 | 71.05 | — | 66.63 | — | |
| PromptBackbone=ViT-B/16-IN21K2026.03 | 69.37 | — | 69.33 | — | |
| AdapterBackbone=ViT-B/16-IN21K2026.03 | 66.22 | — | 64.55 | — | |
| ViTBackbone=ViT-B/16-IN21K2026.03 | 66.16 | — | 64.5 | — | |
| FinetuneBackbone=ViT-B/16-IN21K2026.03 | 66.07 | — | 67.94 | — | |
| SPAIncremental Protocol=B50 Inc102026.05 | 63.01 | — | 66.82 | — | |
| SPAIncremental Protocol=B0 Inc102026.05 | 61.51 | — | 71.57 | — | |
| BOFAIncremental Protocol=B50 Inc102026.05 | 61.36 | — | 66.09 | — | |
| BOFAIncremental Protocol=B0 Inc102026.05 | 60.43 | — | 70.96 | — | |
| PROOFIncremental Protocol=B50 Inc102026.05 | 57.1 | — | 59.47 | — | |
| PROOFIncremental Protocol=B0 Inc102026.05 | 56.14 | — | 63.81 | — | |
| CLG-CBMIncremental Protocol=B0 Inc102026.05 | 55.93 | — | 66.05 | — | |
| CLG-CBMIncremental Protocol=B50 Inc102026.05 | 55.39 | — | 59.25 | — | |
| F-OALReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 54 | — | 62.2 | 10 | |
| SCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 50.3 | — | 55.6 | 14.5 | |
| SimpleCILIncremental Protocol=B0 Inc102026.05 | 48.09 | — | 59.24 | — | |
| SimpleCILIncremental Protocol=B50 Inc102026.05 | 48.09 | — | 53.05 | — | |
| PriViLege2024.04 | 45.55 | 58.3 | 50.87 | — | |
| DualPromptIncremental Protocol=B50 Inc102026.05 | 33.57 | — | 46.07 | — | |
| CODA-PromptIncremental Protocol=B50 Inc102026.05 | 32.28 | — | 45.14 | — | |
| L2PIncremental Protocol=B50 Inc102026.05 | 32.13 | — | 44.07 | — | |
| SLCAReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 32.1 | — | 34.3 | 10.2 | |
| iCaRLReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 29.8 | — | 36.4 | 7.1 | |
| EASEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 29.3 | — | 38.2 | 19.2 | |
| ERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 28.6 | — | 35.7 | 34 | |
| L2PIncremental Protocol=B0 Inc102026.05 | 28.29 | — | 47.19 | — | |
| CODA-PromptIncremental Protocol=B0 Inc102026.05 | 27.69 | — | 45.98 | — | |
| DVCReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 27 | — | 33.7 | 29.7 | |
| DualPromptIncremental Protocol=B0 Inc102026.05 | 25.83 | — | 44.3 | — | |
| RAPFIncremental Protocol=B50 Inc102026.05 | 25.44 | — | 40.47 | — | |
| RAPFIncremental Protocol=B0 Inc102026.05 | 23.61 | — | 50.38 | — | |
| ZS-CLIPIncremental Protocol=B0 Inc102026.05 | 17.22 | — | 26.66 | — | |
| ZS-CLIPIncremental Protocol=B50 Inc102026.05 | 17.22 | — | 21.7 | — | |
| CEC2024.04 | 16.85 | 23.05 | 19.46 | — | |
| WaRP2024.04 | 15.69 | 24.85 | 19.67 | — | |
| ASERReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 14.8 | — | 25.2 | 35.7 | |
| PCRReplay=true, Backbone=ViT, Pre-trained=true2024.03 | 9 | — | 10.1 | 2.7 | |
| LAEReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 6.3 | — | 13.5 | 12.2 | |
| LwFReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 5.8 | — | 14.2 | 3.1 | |
| EWCReplay=false, Backbone=ViT, Pre-trained=true2024.03 | 3 | — | 12 | 38.8 |