Domain-incremental Learning on CDDB
86.35Average AccuracyOurs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OursBuffer=0/class2026.04 | 86.35 | 87.12 | |
| PINABuffer=0/class2026.04 | 85.71 | 86.32 | |
| JointTraining Setting=Joint (Static training on all experiences)2025.11 | 85.5 | — | |
| DUCTBuffer=0/class2026.04 | 84.14 | 85.1 | |
| LUCIRBuffer=100/class2026.04 | 82.53 | 80.68 | |
| LUCIRBuffer=50/class2026.04 | 80.77 | 78.25 | |
| iCaRLBuffer=100/class2026.04 | 79.76 | 78.51 | |
| MIRATraining Setting=Continual Learning2025.11 | 77.37 | — | |
| LRCILBuffer=100/class2026.04 | 76.39 | 75.99 | |
| S-iPromptsTraining Setting=Continual Learning2025.11 | 74.51 | — | |
| LRCILBuffer=50/class2026.04 | 74.01 | 73.42 | |
| iCaRLBuffer=50/class2026.04 | 73.98 | 71.86 | |
| CODA-PromptBuffer=0/class2026.04 | 69.19 | 74.18 | |
| S-iPromptBuffer=0/class2026.04 | 68.51 | 72.76 | |
| DualPromptBuffer=0/class2026.04 | 68.33 | 71.41 | |
| L2PBuffer=0/class2026.04 | 67.33 | 64.45 | |
| L2PTraining Setting=Continual Learning2025.11 | 61.28 | — | |
| LwFTraining Setting=Continual Learning2025.11 | 60.94 | — | |
| SimpleCILBuffer=0/class2026.04 | 60.8 | 63.4 | |
| DyToxTraining Setting=Continual Learning2025.11 | 51.27 | — | |
| EWCTraining Setting=Continual Learning2025.11 | 50.59 | — |