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ResearchFormerly WizWand

Long-tailed Class-Incremental Learning on ImageNet Subset-LT

42.8AccuracyGR+Ours
20.33626.1683237.832May 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GR+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0542.8
GR+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0541.7
GRTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0539.3
GRTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0538.7
PODNet+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0536.9
GR+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0536.6
GR+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0536.1
iCaRL+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0535.6
GRTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0535.3
GRTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0534.2
PODNetTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0533.9
iCaRLTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0533.7
PODNet+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0530.7
PODNet+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0530.1
iCaRL+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0529.2
PODNetTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0528.7
iCaRL+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0528.5
iCaRLTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0527.9
PODNetTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0527.6
iCaRLTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0527.2
PODNet+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0525.5
iCaRL+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0522.3
PODNetTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0522.3
iCaRLTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0521.2