List your company
ResearchFormerly WizWand

Audio Classification on ESC50 (test)

0.9803R@1 AccuracyMUKA
0.3913480.5442490.697150.850051May 19, 2023Nov 2, 2023Apr 17, 2024Oct 1, 2024Mar 17, 2025Aug 31, 2025Feb 15, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MUKATraining Approach=Training-free, Shots=16, Backbone=PENGI2026.020.9803
Linear ProbingTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.96
PaLMTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.9593
Treff-AdapterTraining Approach=Training-free, Shots=16, Backbone=PENGI2026.020.9448
CoCoOpTraining Approach=Training-based, Shots=16, Context Tokens=16, Backbone=PENGI2026.020.9427
CoOpTraining Approach=Training-based, Shots=16, Context Tokens=16, Backbone=PENGI2026.020.9382
LAIONZero-shot=true2023.050.91
CLAP (ours)Zero-shot=true2023.050.89
CLAPZero-shot=true2023.050.826
CyCLAPPre-training Dataset=AudioCaps, Zero-shot=true2023.100.805
CLAPPre-training Dataset=AudioCaps, Zero-shot=true2023.100.7925
CyCLAPsPre-training Dataset=AudioCaps, Zero-shot=true2023.100.785
CyCLAPPre-training Dataset=Clotho, Zero-shot=true2023.100.78
CyCLAPsPre-training Dataset=Clotho, Zero-shot=true2023.100.7775
CyCLAPPre-training Dataset=AudioCaps, Zero-shot=true2023.100.775
CyCLAPPre-training Dataset=Clotho, Zero-shot=true2023.100.77
CyCLAPSPre-training Dataset=Clotho, Zero-shot=true2023.100.7575
CyCLAPSPre-training Dataset=AudioCaps, Zero-shot=true2023.100.755
CLAPsPre-training Dataset=AudioCaps, Zero-shot=true2023.100.75
CLAPPre-training Dataset=AudioCaps, Zero-shot=true2023.100.745
CLAPsPre-training Dataset=Clotho, Zero-shot=true2023.100.7325
CLAPPre-training Dataset=Clotho, Zero-shot=true2023.100.73
CLAPSPre-training Dataset=AudioCaps, Zero-shot=true2023.100.7275
CLAPPre-training Dataset=Clotho, Zero-shot=true2023.100.7225
CLAPSPre-training Dataset=Clotho, Zero-shot=true2023.100.7175
AudioCLIPZero-shot=true2023.050.694
Zero-ShotTraining Approach=Training-free, Shots=0, Backbone=PENGI2026.020.4965
Wav2CLIPZero-shot=true2023.050.414