Class Incremental Learning on DomainNet
73.82Avg AccuracyJanus-LoRA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Janus-LoRAMode=Class-incremental2026.05 | 73.82 | 7.74 | 79.67 | |
| LoRA-DRSMode=Class-incremental2026.05 | 73.4 | 4.8 | 79.36 | |
| Coda-PromptMode=Class-incremental2026.05 | 73.14 | 5.5 | 78.64 | |
| InfLoRAMode=Class-incremental2026.05 | 72.94 | 7.38 | 78.98 | |
| Dual-PromptMode=Class-incremental2026.05 | 71.7 | 5.74 | 77.3 | |
| L2PMode=Class-incremental2026.05 | 71.33 | 7.73 | 76.4 | |
| Fine-TuningMode=Class-incremental2026.05 | 69.34 | 5.14 | 74.83 | |
| LoRA-GPMMode=Class-incremental2026.05 | 69.24 | 5.55 | 74.84 | |
| BiLoRAMode=Class-incremental2026.05 | 67.32 | 4.91 | 73.03 | |
| MIRAScenario=Class Incremental Learning2025.11 | 67.29 | 7.6 | 68.24 | |
| ICONScenario=Class Incremental Learning2025.11 | 65.43 | 9.72 | 59.94 | |
| CODA-PScenario=Class Incremental Learning2025.11 | 65.21 | 15.01 | 57.17 | |
| LAEScenario=Class Incremental Learning2025.11 | 65.06 | 9.68 | 54.87 | |
| DualPromptScenario=Class Incremental Learning2025.11 | 62.55 | 7.62 | 56.94 | |
| L2PScenario=Class Incremental Learning2025.11 | 60.9 | 8.23 | 54.73 | |
| LwFScenario=Class Incremental Learning2025.11 | 53.79 | 19.41 | 48.77 | |
| EWCScenario=Class Incremental Learning2025.11 | 53.04 | 24.41 | 47.31 | |
| S-PromptsScenario=Class Incremental Learning2025.11 | 39.78 | 19.29 | 45.29 | |
| Fine-tuningScenario=Class Incremental Learning2025.11 | 35.43 | 47.79 | 37.48 |