ResearchBenchmarksFew-Shot Class-Incremental Learning on MiniImageNet (Base and Last Session)Follow96.68Accuracy (Base Session)PriViLege87.00889.51992.0394.541Jan 12, 2026Evaluation ResultsMethodMethodLinksAccuracy (Base Session)Accuracy (Last Session)PriViLegePretraining=Large mode...Pretraining=Large model pretraining2026.0196.6894.1LIMIT+SVPretraining=Large mode...Pretraining=Large model pretraining2026.0190.5581.65CPE-CLIPPretraining=Large mode...Pretraining=Large model pretraining2026.0190.2382.77GCMRPretraining=Large mode...Pretraining=Large model pretraining2026.0187.3859.85