Domain-Incremental Learning on Skin Cancer ISIC, HAM, and DERM7
76Average AccuracyResidual SODAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Residual SODAPCL-Type=Ours2026.03 | 76 | 3.1 | |
| OS-Prompt++CL-Type=PCL2026.03 | 72.5 | 6.3 | |
| DER++CL-Type=Reh-CL2026.03 | 72.2 | 9.9 | |
| Coda-PromptCL-Type=PCL2026.03 | 71.3 | 4.1 | |
| Online EWCCL-Type=Reg-CL2026.03 | 70.8 | 15.7 | |
| OS-PromptCL-Type=PCL2026.03 | 68.2 | 13.5 | |
| Dual-promptCL-Type=PCL2026.03 | 63.7 | 1.2 | |
| MoE-AdaptersCL-Type=Arch-CL2026.03 | 59.7 | 4 |