Federated Class-Incremental Learning on CIFAR-100 Distribution-based label imbalance
90.1FAAJoint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Jointbeta=0.52025.05 | 90.1 | — | |
| Jointbeta=0.12025.05 | 87.8 | — | |
| Jointbeta=0.052025.05 | 85.9 | — | |
| Fed-TaLoRAbeta=0.52025.05 | 77.4 | 85.5 | |
| Fed-TaLoRAbeta=0.12025.05 | 76.8 | 84.1 | |
| Fed-TaLoRAbeta=0.052025.05 | 75.3 | 83.3 | |
| LoRMbeta=0.52025.05 | 70.5 | 81.1 | |
| pFedMxFbeta=0.52025.05 | 70.2 | 80.3 | |
| PILoRAbeta=0.52025.05 | 68.5 | 78.1 | |
| InfLoRAbeta=0.52025.05 | 68.4 | 78.4 | |
| FedNCMbeta=0.52025.05 | 66.8 | 77.9 | |
| FedCLMbeta=0.52025.05 | 66.5 | 77.4 | |
| TARGETbeta=0.52025.05 | 66.1 | 77.8 | |
| pFedMxFbeta=0.12025.05 | 65.6 | 75.2 | |
| EWCbeta=0.52025.05 | 65.5 | 77.8 | |
| LwFbeta=0.52025.05 | 64.7 | 77.5 | |
| PILoRAbeta=0.12025.05 | 63.4 | 73.7 | |
| InfLoRAbeta=0.12025.05 | 63.3 | 73.8 | |
| L2Pbeta=0.12025.05 | 62.9 | 71.4 | |
| LoRMbeta=0.12025.05 | 62.4 | 78.2 | |
| FedNCMbeta=0.12025.05 | 62.1 | 72.4 | |
| FedCLMbeta=0.12025.05 | 61 | 71.8 | |
| LoRMbeta=0.052025.05 | 61 | 71.8 | |
| TARGETbeta=0.12025.05 | 60.5 | 71.1 | |
| pFedMxFbeta=0.052025.05 | 60.5 | 70.5 | |
| EWCbeta=0.12025.05 | 57.8 | 73.2 | |
| PILoRAbeta=0.052025.05 | 54.8 | 67.1 | |
| LwFbeta=0.12025.05 | 54.6 | 63.3 | |
| InfLoRAbeta=0.052025.05 | 54.2 | 67.5 | |
| L2Pbeta=0.52025.05 | 53.9 | 51.6 | |
| TARGETbeta=0.052025.05 | 51.8 | 65.3 | |
| iCaRLbeta=0.52025.05 | 51.3 | 67.7 | |
| FedNCMbeta=0.052025.05 | 50.9 | 65.9 | |
| iCaRLbeta=0.12025.05 | 50.1 | 65.9 | |
| FedCLMbeta=0.052025.05 | 48.8 | 63.5 | |
| LwFbeta=0.052025.05 | 45.7 | 64.5 | |
| iCaRLbeta=0.052025.05 | 44.6 | 63 | |
| EWCbeta=0.052025.05 | 43.5 | 59.2 | |
| L2Pbeta=0.052025.05 | 38.7 | 32.2 |