Class-Incremental Learning on CORe50
90.6AVG AccGen1S-Diffusion
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gen1S-DiffusionBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 90.6 | 88.2 | 93 | — | |
| RelationNetBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 90.4 | 99.5 | 81.3 | — | |
| Gen1S-VAEBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 86.9 | 87.1 | 86.7 | — | |
| MIRAScenario=Class Incremental Learning2025.11 | 83.39 | — | — | 7.99 | |
| ICONScenario=Class Incremental Learning2025.11 | 80.85 | — | — | 7.68 | |
| CODA-PScenario=Class Incremental Learning2025.11 | 77.85 | — | — | 4.78 | |
| LAEScenario=Class Incremental Learning2025.11 | 77.11 | — | — | 18.38 | |
| SimpleShotBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 74.8 | 86.6 | 62.9 | — | |
| ProtoNetBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 73.1 | 85.4 | 60.7 | — | |
| DualPromptScenario=Class Incremental Learning2025.11 | 71.96 | — | — | 5.04 | |
| L2PScenario=Class Incremental Learning2025.11 | 70.03 | — | — | 6.51 | |
| S-PromptsScenario=Class Incremental Learning2025.11 | 68.27 | — | — | 11.79 | |
| SLDABackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 65.8 | 95.4 | 36.1 | — | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 65.5 | 95.2 | 35.7 | — | |
| OrCoBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 65 | 99.8 | 30.2 | — | |
| FACTBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 57.8 | 97.8 | 17.7 | — | |
| SAVCBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 46.9 | 80.8 | 13 | — | |
| LIMITBackbone=DINOv2-s, Shot count=1, Protocol=Single-class 1SCIL2026.01 | 45.8 | 72.8 | 18.9 | — | |
| FeTrILBase Classes (B)=25, Time (min)=14.17, Energy (kWh)=0.075, Emissions (kg CO2-eq)=0.0132026.06 | 38.12 | — | — | — | |
| LwFScenario=Class Incremental Learning2025.11 | 34.53 | — | — | 41.05 | |
| EWCScenario=Class Incremental Learning2025.11 | 33.89 | — | — | 50.18 | |
| Fine-tuningScenario=Class Incremental Learning2025.11 | 21.54 | — | — | 74.05 |