Class Incremental Learning on CIFAR-100 B5 Inc5
91.32Avg Performance (A-bar)CoRe
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoReBackbone=ViT-B/16-IN21K2026.03 | 91.32 | 86.04 | |
| AdapterBackbone=ViT-B/16-IN21K2026.03 | 90.65 | 85.15 | |
| PromptBackbone=ViT-B/16-IN21K2026.03 | 88.46 | 82.17 | |
| SSFBackbone=ViT-B/16-IN21K2026.03 | 87.78 | 81.98 | |
| FinetuneBackbone=ViT-B/16-IN21K2026.03 | 87.67 | 81.27 | |
| ViTBackbone=ViT-B/16-IN21K2026.03 | 87.57 | 81.26 | |
| WA-DLCDLC framework=Enabled, Extra parameters #P=0.15 MB, Feature Extractor #P=0.46 MB2025.12 | 62.84 | 46.22 | |
| WADLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 62.72 | 45.96 | |
| DAKD-DLCDLC framework=Enabled, Extra parameters #P=0.15 MB, Feature Extractor #P=0.46 MB2025.12 | 60.47 | 41.54 | |
| DAKDDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 60.01 | 40.15 | |
| iCaRL-DLCDLC framework=Enabled, Extra parameters #P=0.15 MB, Feature Extractor #P=0.46 MB2025.12 | 59.54 | 41.63 | |
| iCaRLDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 59.4 | 39.94 | |
| Replay-DLCDLC framework=Enabled, Extra parameters #P=0.15 MB, Feature Extractor #P=0.46 MB2025.12 | 58.76 | 38.69 | |
| ReplayDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 58.28 | 38.2 | |
| BiC-DLCDLC framework=Enabled, Extra parameters #P=0.15 MB, Feature Extractor #P=0.46 MB2025.12 | 58.27 | 41.07 | |
| MKD-DLCDLC framework=Enabled, Extra parameters #P=0.15 MB, Feature Extractor #P=0.46 MB2025.12 | 57.51 | 37.33 | |
| MKDDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 56.86 | 36.87 | |
| BiCDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 56.45 | 32.77 |