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Few-shot Class-incremental Audio Classification on LS-100 → NSynth-100

79.78Average AccuracyAdversarial Contrastive Learning
71.605673.727875.8577.9722Jul 2, 2026

Evaluation results

MethodLinks
Adversarial Contrastive LearningN-way=5, K-shot=52026.0779.78
PCRN-way=5, K-shot=52026.0778.8
AMFO+AFAN-way=5, K-shot=52026.0778.68
AMFO+AMTFN-way=5, K-shot=52026.0778.21
AMFO+TSAN-way=5, K-shot=52026.0778.2
PANN-way=5, K-shot=52026.0777.34
CECN-way=5, K-shot=52026.0776.86
DFSLN-way=5, K-shot=52026.0775.3
AMFO+LDPN-way=5, K-shot=52026.0772.6
AMFON-way=5, K-shot=52026.0771.92