Federated Class-Incremental Learning on Tiny-ImageNet 10 tasks (20 classes per task) (test)
84.3FAAJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| JointLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 84.3 | — | |
| JointLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 83.6 | — | |
| JointLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 83.3 | — | |
| JointLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 82.9 | — | |
| JointLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 82.8 | — | |
| JointLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 80.2 | — | |
| Fed-TaLoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 78 | 83.9 | |
| Fed-TaLoRALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 77.2 | 83 | |
| Fed-TaLoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 77 | 82.6 | |
| pFedMxFLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 76.2 | 82.4 | |
| Fed-TaLoRALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 76.2 | 82.8 | |
| pFedMxFLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 76.1 | 82.3 | |
| Fed-TaLoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 75.5 | 81.9 | |
| PILoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 74.5 | 80.9 | |
| pFedMxFLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 74.5 | 81.9 | |
| PILoRALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 74.4 | 81 | |
| PILoRALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 74.3 | 80.9 | |
| PILoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 74.3 | 81 | |
| InfLoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 74.3 | 80.6 | |
| InfLoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 74.3 | 81.1 | |
| Fed-TaLoRALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 74.1 | 80.9 | |
| FedNCMLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 73.7 | 81.6 | |
| PILoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 73.6 | 80.2 | |
| InfLoRALabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 72.9 | 79.8 | |
| TARGETLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 72.6 | 81.6 | |
| FedNCMLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 71.6 | 81.6 | |
| TARGETLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 71.6 | 80.9 | |
| LGALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 71.3 | 79.4 | |
| TARGETLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 71 | 80.1 | |
| FedNCMLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 70.8 | 80.4 | |
| TARGETLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 70.3 | 79.6 | |
| PILoRALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 70.1 | 77.8 | |
| FedNCMLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 69.5 | 79.4 | |
| TARGETLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 69.3 | 79.1 | |
| GLFCLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 69.1 | 77.9 | |
| FedNCMLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 68.4 | 78 | |
| FedCLMLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 66.5 | 77.4 | |
| LGALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 65.8 | 75.3 | |
| L2PLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.52025.05 | 64.2 | 66.9 | |
| TARGETLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 63.8 | 73.5 | |
| L2PLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 61.6 | 58 | |
| FedCLMLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=122025.05 | 61.6 | 72.4 | |
| GLFCLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 61.3 | 73.5 | |
| FedCLMLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 60.4 | 71 | |
| FedNCMLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 57.2 | 64.7 | |
| L2PLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.12025.05 | 56.3 | 52.5 | |
| L2PLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 51.9 | 43.2 | |
| FedCLMLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 51.8 | 60.3 | |
| L2PLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=82025.05 | 49.4 | 39.3 | |
| FedCLMLabel Imbalance Type=Distribution-based, Partition Parameter (beta)=0.052025.05 | 46.7 | 57.8 | |
| FedCLMLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 45.8 | 56.9 | |
| LGALabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 36.7 | 48.8 | |
| GLFCLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 25.1 | 39.4 | |
| L2PLabel Imbalance Type=Quantity-based, Partition Parameter (alpha)=42025.05 | 8.2 | 10.2 |