Interpretation for Audio Classification on UrbanSound8K STFT-Masking White Noise contamination (test)
46.51Attribution Importance ScoreLMAC-ZS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LMAC-ZSmode=zero-shot, variant=Full2024.05 | 46.51 | 9.95 | 25.28 | 0.69 | 0.81 | 0.7 | 11.6 | 0.06 | |
| LMAC-ZSmode=zero-shot, variant=CT2024.05 | 27.78 | 17.64 | 13.44 | 0.69 | 0.66 | 0.59 | 12.05 | 0.07 | |
| SmoothGradmode=zero-shot2024.05 | 21.36 | 27.98 | 14.25 | 0.76 | 0.47 | 0.52 | 12.21 | 0.0004 | |
| GradCam++mode=zero-shot2024.05 | 20.16 | 27.33 | 13.21 | 0.76 | 0.49 | 0.38 | 12.48 | 0.38 | |
| IGmode=zero-shot2024.05 | 19.91 | 33.36 | 13.74 | 0.72 | 0.36 | 0.69 | 11.79 | 0.01 | |
| GradCammode=zero-shot2024.05 | 18.24 | 35.12 | 12.24 | 0.76 | 0.34 | 0.74 | 11.48 | 0.15 |