Skin Lesion Classification on ISIC (test)
93.4Accuracy (CP)FedSSG
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FedSSGPretraining=✓2026.04 | 93.4 | 71.2 | 82.5 | 82.4 | 65 | 62.8 | 66.2 | 64.7 | — | |
| FedAvgPretraining=✓2026.04 | 92.9 | 69.7 | 76.2 | 79.6 | 65.2 | 60 | 61 | 62.1 | — | |
| FedSSGPretraining=✗2026.04 | 92.5 | 65.3 | 73.8 | 77.2 | 67 | 52.8 | 52.8 | 57.5 | — | |
| MOONPretraining=✓2026.04 | 92.3 | 64.7 | 71.3 | 76.1 | 62.4 | 53.2 | 59.8 | 58.5 | — | |
| MOONPretraining=✗2026.04 | 92.2 | 66.1 | 71.3 | 76.5 | 62.8 | 54.4 | 57 | 58.1 | — | |
| FedAvgPretraining=✗2026.04 | 91.7 | 63.2 | 75 | 76.6 | 62.4 | 51.6 | 62.4 | 58.8 | — | |
| FedPROXPretraining=✓2026.04 | 91.3 | 66.5 | 72.5 | 76.8 | 58.4 | 55.8 | 60.6 | 58.3 | — | |
| FedPROXPretraining=✗2026.04 | 89.4 | 66.2 | 71.3 | 75.6 | 56 | 56.8 | 52.8 | 55.2 | — | |
| neuro-fuzzy algorithm2025.05 | — | — | — | — | — | — | — | — | 86 | |
| neuro-fuzzy algorithm and ant colony2025.05 | — | — | — | — | — | — | — | — | 86 | |
| neuro-fuzzy-colonial competition algorithm2025.05 | — | — | — | — | — | — | — | — | 94 |