Long-tailed Class-Incremental Learning on CIFAR-100-LT
36.2Average AccuracyGR+Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| GR+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 36.2 | |
| GR+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 35 | |
| GRTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 34.1 | |
| GR+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 33.5 | |
| GRTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 30 | |
| GRTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 29.7 | |
| PODNet+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 29.6 | |
| PODNetTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 29.5 | |
| GR+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 26.8 | |
| PODNet+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 25 | |
| PODNet+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 24.3 | |
| PODNetTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 23.9 | |
| PODNetTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 23.1 | |
| PODNet+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 23.1 | |
| PODNetTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 23 | |
| iCaRL+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 22.6 | |
| GRTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 22.6 | |
| iCaRL+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 21.8 | |
| iCaRLTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 21.4 | |
| iCaRLTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 20.5 | |
| iCaRL+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 20.2 | |
| iCaRL+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 19.9 | |
| iCaRLTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 19.8 | |
| iCaRLTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 18.6 |