Federated Class-Incremental Learning on CIFAR-100 Quantity-based label imbalance
88.6FAAJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Jointalpha=62025.05 | 88.6 | — | |
| Jointalpha=42025.05 | 84.3 | — | |
| Jointalpha=22025.05 | 79.8 | — | |
| Fed-TaLoRAalpha=62025.05 | 76.6 | 84.2 | |
| Fed-TaLoRAalpha=42025.05 | 72.9 | 81 | |
| pFedMxFalpha=62025.05 | 71.3 | 80.7 | |
| InfLoRAalpha=62025.05 | 70.5 | 78.4 | |
| PILoRAalpha=62025.05 | 69.5 | 78.6 | |
| pFedMxFalpha=42025.05 | 67.4 | 76.2 | |
| InfLoRAalpha=42025.05 | 66.7 | 75.6 | |
| Fed-TaLoRAalpha=22025.05 | 66.5 | 73.2 | |
| FedNCMalpha=62025.05 | 65.6 | 74.4 | |
| PILoRAalpha=42025.05 | 65.1 | 74.4 | |
| LGAalpha=62025.05 | 64.5 | 73.6 | |
| L2Palpha=62025.05 | 63.4 | 65.1 | |
| FedNCMalpha=42025.05 | 61.9 | 71.1 | |
| LGAalpha=42025.05 | 61.1 | 70.5 | |
| TARGETalpha=62025.05 | 60.9 | 71.3 | |
| L2Palpha=42025.05 | 59 | 58.2 | |
| FedCLMalpha=62025.05 | 58.9 | 69.4 | |
| TARGETalpha=42025.05 | 58.8 | 69.5 | |
| GLFCalpha=62025.05 | 58.2 | 70.4 | |
| EWCalpha=62025.05 | 57.9 | 69.1 | |
| FedCLMalpha=42025.05 | 57.6 | 67.6 | |
| LwFalpha=62025.05 | 57.4 | 68.8 | |
| pFedMxFalpha=22025.05 | 57 | 64.9 | |
| InfLoRAalpha=22025.05 | 56.3 | 62.5 | |
| EWCalpha=42025.05 | 55.9 | 66.8 | |
| LwFalpha=42025.05 | 55.1 | 66.7 | |
| PILoRAalpha=22025.05 | 54.9 | 62.6 | |
| GLFCalpha=42025.05 | 53.7 | 65.9 | |
| FedNCMalpha=22025.05 | 49.6 | 59.8 | |
| TARGETalpha=22025.05 | 45.2 | 56.5 | |
| FedCLMalpha=22025.05 | 44.3 | 57.9 | |
| iCaRLalpha=22025.05 | 43.4 | 55.3 | |
| EWCalpha=22025.05 | 42.2 | 52.7 | |
| LwFalpha=22025.05 | 40.8 | 52.9 | |
| iCaRLalpha=42025.05 | 37.1 | 58.9 | |
| iCaRLalpha=62025.05 | 35.8 | 56.5 | |
| LGAalpha=22025.05 | 21.6 | 40.9 | |
| GLFCalpha=22025.05 | 13.1 | 37.7 | |
| L2Palpha=22025.05 | 2.6 | 5.6 |