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ResearchFormerly WizWand

Long-tailed Class-Incremental Learning on Food101 LT

34.7AccuracyGR+Ours
14.4219.68524.9530.215May 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GR+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0534.7
GR+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0534.5
GRTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0533.5
GRTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0530.1
GR+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0525.4
GR+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0524.6
GRTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0524
PODNet+OursTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0522.1
GRTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0521.5
PODNetTask Ordering=Shuffled, Number of Tasks=10, Initialization=From Scratch2026.0520.6
PODNetTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0519.7
PODNet+OursTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0519.3
PODNet+OursTask Ordering=Shuffled, Number of Tasks=20, Initialization=From Scratch2026.0519.3
PODNetTask Ordering=In-ordered, Number of Tasks=10, Initialization=From Scratch2026.0519
PODNet+OursTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0517.5
PODNetTask Ordering=In-ordered, Number of Tasks=20, Initialization=From Scratch2026.0515.2