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ResearchFormerly WizWand

Urban Sound Classification on UrbanSound8K (test)

88.8AccuracyMUKA
20.451238.195655.9473.6844Jun 4, 2024Sep 15, 2024Dec 28, 2024Apr 10, 2025Jul 23, 2025Nov 3, 2025Feb 15, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MUKATraining Approach=Training-free, Shots=16, Backbone=PENGI2026.0288.8
Linear ProbingTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0285.64
CLAP (Microsoft)Model Category=BM2025.1182.74
WavCapsModel Category=BM2025.1182.28
LAION-CLAPzero-shot=true2024.0681.42
CLAP (LAION)Model Category=BM2025.1180.91
PaLMTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0280.77
CACARAComponents=WC/AC/C, f=0.12025.1179.51
LanguageBindModel Category=MM2025.1179.24
Treff-AdapterTraining Approach=Training-free, Shots=16, Backbone=PENGI2026.0278.1
CACARAComponents=WC/AC/C, f=0.22025.1177.83
CACARAComponents=WC/AC/C2025.1177.4
CACARAComponents=AA/WC/AC/C2025.1177.04
CoCoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0276.52
CoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.0275.48
CACARAComponents=ASC/AA/WC/AC/C, f=0.12025.1175.4
Pengizero-shot=true2024.0675.29
CACARAComponents=ASC/AA/WC/AC/C, f=0.22025.1174.99
M2D-CLAPmasking_ratio=0.7, zero-shot=true2024.0672.4
CACARAComponents=ASC/AA/WC/AC/C2025.1170.04
AudioCLIPzero-shot=false, note=Used test task data during training2024.0668.78
VASTModel Category=MM2025.1168
Zero-ShotTraining Approach=Training-free, Shots=0, Backbone=PENGI2026.0253.49
ImageBindModel Category=MM2025.1148.2
WavCapszero-shot=true2024.0644
Wav2CLIPzero-shot=true2024.0640.44
CLAP2023zero-shot=true2024.0630
Proto-LCzero-shot=true2024.0623.08