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Audio Classification on Beijing-Opera (test)

1AccuracyLinear Probing
0.2596240.4518370.644050.836263Feb 15, 2026

Evaluation results

MethodLinks
Linear ProbingTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.021
MUKATraining Approach=Training-free, Shots=16, Backbone=PENGI2026.020.983
CoCoOpTraining Approach=Training-based, Shots=16, Context Tokens=16, Backbone=PENGI2026.020.9774
CoOpTraining Approach=Training-based, Shots=16, Context Tokens=16, Backbone=PENGI2026.020.9534
PaLMTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.9533
Treff-AdapterTraining Approach=Training-free, Shots=16, Backbone=PENGI2026.020.8964
Zero-ShotTraining Approach=Training-free, Shots=0, Backbone=PENGI2026.020.2881