Class Incremental Learning on CIFAR-100 B10 Inc10
66.79Avg Performance (A-bar)WA-DLC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WA-DLCDLC framework=Enabled, Extra parameters #P=0.07 MB, Feature Extractor #P=0.46 MB2025.12 | 66.79 | 52.7 | |
| WADLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 65.82 | 51.8 | |
| BiC-DLCDLC framework=Enabled, Extra parameters #P=0.07 MB, Feature Extractor #P=0.46 MB2025.12 | 61.87 | 43.65 | |
| BiCDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 61.14 | 42.58 | |
| DAKD-DLCDLC framework=Enabled, Extra parameters #P=0.07 MB, Feature Extractor #P=0.46 MB2025.12 | 61.01 | 43.81 | |
| DAKDDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 60.69 | 42.32 | |
| iCaRL-DLCDLC framework=Enabled, Extra parameters #P=0.07 MB, Feature Extractor #P=0.46 MB2025.12 | 60.06 | 44.31 | |
| iCaRLDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 59.67 | 41.29 | |
| Replay-DLCDLC framework=Enabled, Extra parameters #P=0.07 MB, Feature Extractor #P=0.46 MB2025.12 | 59.24 | 41.81 | |
| MKD-DLCDLC framework=Enabled, Extra parameters #P=0.07 MB, Feature Extractor #P=0.46 MB2025.12 | 58.1 | 40.4 | |
| ReplayDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 56.82 | 39.31 | |
| MKDDLC framework=Disabled, Feature Extractor #P=0.46 MB2025.12 | 55.73 | 36.83 |