Class Incremental Learning on Tiny-ImageNet B40 Inc40
55.31Avg Performance (A-bar)WA-DLC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WA-DLCDLC framework=Enabled, Extra parameters #P=0.45 MB, Feature Extractor #P=11.17 MB2025.12 | 55.31 | 43.33 | |
| BiC-DLCDLC framework=Enabled, Extra parameters #P=0.45 MB, Feature Extractor #P=11.17 MB2025.12 | 54.86 | 43.09 | |
| BiCDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.12 | 54.12 | 39.68 | |
| WADLC framework=Disabled, Feature Extractor #P=11.17 MB2025.12 | 53.68 | 39.69 | |
| iCaRL-DLCDLC framework=Enabled, Extra parameters #P=0.45 MB, Feature Extractor #P=11.17 MB2025.12 | 53.28 | 39.2 | |
| DAKD-DLCDLC framework=Enabled, Extra parameters #P=0.45 MB, Feature Extractor #P=11.17 MB2025.12 | 52.78 | 37.38 | |
| iCaRLDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.12 | 52.32 | 36.22 | |
| DAKDDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.12 | 51.98 | 36.73 | |
| Replay-DLCDLC framework=Enabled, Extra parameters #P=0.45 MB, Feature Extractor #P=11.17 MB2025.12 | 51.65 | 38.66 | |
| ReplayDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.12 | 51.46 | 37.79 | |
| MKD-DLCDLC framework=Enabled, Extra parameters #P=0.45 MB, Feature Extractor #P=11.17 MB2025.12 | 50.29 | 35.75 | |
| MKDDLC framework=Disabled, Feature Extractor #P=11.17 MB2025.12 | 49.34 | 34.64 |