Long-tailed Class-Incremental Learning on ImageNet Subset-LT
42.8AccuracyGR+Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| GR+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 42.8 | |
| GR+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 41.7 | |
| GRTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 39.3 | |
| GRTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 38.7 | |
| PODNet+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 36.9 | |
| GR+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 36.6 | |
| GR+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 36.1 | |
| iCaRL+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 35.6 | |
| GRTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 35.3 | |
| GRTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 34.2 | |
| PODNetTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 33.9 | |
| iCaRLTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.05 | 33.7 | |
| PODNet+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 30.7 | |
| PODNet+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 30.1 | |
| iCaRL+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 29.2 | |
| PODNetTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 28.7 | |
| iCaRL+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 28.5 | |
| iCaRLTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.05 | 27.9 | |
| PODNetTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 27.6 | |
| iCaRLTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.05 | 27.2 | |
| PODNet+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 25.5 | |
| iCaRL+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 22.3 | |
| PODNetTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 22.3 | |
| iCaRLTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.05 | 21.2 |