Class Incremental Learning on Photo 10-shot (test)
84.68Average AccuracyG2LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| G2LoRAshot_count=10-shot, scenario=CIL2026.06 | 84.68 | -2.03 | |
| SimGCLshot_count=10-shot, scenario=CIL2026.06 | 81.6 | -8.03 | |
| TPPshot_count=10-shot, scenario=CIL2026.06 | 59.78 | 0 | |
| GraphPromptershot_count=10-shot, scenario=CIL2026.06 | 55.54 | -39.23 | |
| InfLoRAshot_count=10-shot, scenario=CIL2026.06 | 53.08 | -46.48 | |
| LLaMAshot_count=10-shot, scenario=CIL2026.06 | 52.89 | -48.18 | |
| Cosineshot_count=10-shot, scenario=CIL2026.06 | 52.56 | -34.12 | |
| LoRAshot_count=10-shot, scenario=CIL2026.06 | 50.64 | -49.79 | |
| SD-LoRAshot_count=10-shot, scenario=CIL2026.06 | 50.42 | -39.72 | |
| SimpleCILshot_count=10-shot, scenario=CIL2026.06 | 48.83 | -31.61 | |
| RoBERTashot_count=10-shot, scenario=CIL2026.06 | 48.18 | -1.66 | |
| GCNshot_count=10-shot, scenario=CIL2026.06 | 43.92 | -26.44 | |
| EWCshot_count=10-shot, scenario=CIL2026.06 | 43.48 | -44.87 | |
| LwFshot_count=10-shot, scenario=CIL2026.06 | 43.24 | -31.24 | |
| TEENshot_count=10-shot, scenario=CIL2026.06 | 43.05 | -51.52 | |
| GCNLLMEmbshot_count=10-shot, scenario=CIL2026.06 | 41.03 | -53.52 | |
| LLaGAshot_count=10-shot, scenario=CIL2026.06 | 39.52 | -55.03 | |
| GraphGPTshot_count=10-shot, scenario=CIL2026.06 | 39.49 | -33.09 | |
| BERTshot_count=10-shot, scenario=CIL2026.06 | 38.03 | -17.42 |