Audio Classification on UrbanSound8K In-Domain
40.85AILMAC-ZS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LMAC-ZSTraining Data=Full (all CLAP datasets), Masking Domain=STFT-Masking, Zero-shot classification accuracy=68.9%2024.05 | 40.85 | 7.79 | 15.52 | 0.78 | 0.85 | 0.76 | 11.34 | 0.07 | |
| LMAC-ZSTraining Data=Full (all CLAP datasets), Masking Domain=Mel-Masking, Zero-shot classification accuracy=71.7%2024.05 | 35.69 | 15.65 | 18.19 | 0.48 | 0.72 | 0.79 | 8.95 | 0.17 | |
| GradCam++Masking Domain=STFT-Masking, Zero-shot classification accuracy=68.9%2024.05 | 32.85 | 8.84 | 13.16 | 0.81 | 0.83 | 0.41 | 12.34 | 0.39 | |
| LMAC-ZSTraining Data=CT (Clotho dataset only), Masking Domain=STFT-Masking, Zero-shot classification accuracy=68.9%2024.05 | 32.71 | 14.57 | 14.69 | 0.75 | 0.72 | 0.55 | 12.12 | 0.08 | |
| LMAC-ZSTraining Data=CT (Clotho dataset only), Masking Domain=Mel-Masking, Zero-shot classification accuracy=71.7%2024.05 | 23.41 | 20.58 | 12.88 | 0.51 | 0.65 | 0.85 | 9.01 | 0.08 | |
| IGMasking Domain=STFT-Masking, Zero-shot classification accuracy=68.9%2024.05 | 22.65 | 19.53 | 12.31 | 0.77 | 0.66 | 0.79 | 11.36 | 0.01 | |
| GradCamMasking Domain=STFT-Masking, Zero-shot classification accuracy=68.9%2024.05 | 18.67 | 26.1 | 11.18 | 0.79 | 0.53 | 0.77 | 11.41 | 0.12 | |
| SmoothGradMasking Domain=STFT-Masking, Zero-shot classification accuracy=68.9%2024.05 | 15.31 | 23.56 | 7.67 | 0.81 | 0.61 | 0.54 | 11.97 | 0.0001 | |
| GradCam++Masking Domain=Mel-Masking, Zero-shot classification accuracy=71.7%2024.05 | 7.21 | 33.4 | 3.33 | 0.56 | 0.44 | 0.41 | 10.27 | 0.39 | |
| GradCamMasking Domain=Mel-Masking, Zero-shot classification accuracy=71.7%2024.05 | 2.34 | 47.55 | 1.09 | 0.26 | 0.16 | 0.78 | 9.32 | 0.12 | |
| SmoothGradMasking Domain=Mel-Masking, Zero-shot classification accuracy=71.7%2024.05 | 1.21 | 49.68 | 0.43 | 0.04 | 0.11 | 0.33 | 10.49 | 0.04 | |
| IGMasking Domain=Mel-Masking, Zero-shot classification accuracy=71.7%2024.05 | 0.98 | 50.77 | 0.35 | 0.15 | 0.09 | 0.6 | 10.02 | 0.03 |