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Audio Classification on ESC50 Actions (test)

99AccuracyMUKA
63.973.012582.12591.2375Feb 15, 2026

Evaluation results

MethodLinks
MUKATraining Approach=Training-free, Shots=16, Backbone=PENGI2026.0299
Linear ProbingTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0298.83
Treff-AdapterTraining Approach=Training-free, Shots=16, Backbone=PENGI2026.0297.75
PaLMTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0296.58
CoCoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0296.34
CoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0295.25
Zero-ShotTraining Approach=Training-free, Shots=0, Backbone=PENGI2026.0265.25