Interpretation for Audio Classification on UrbanSound8K (STFT-Masking, ESC50 contamination, test)
39.42AILMAC-ZS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LMAC-ZSmode=zero-shot, variant=Full2024.05 | 39.42 | 11.53 | 17.51 | 75 | 0.78 | 0.78 | 11.23 | 0.06 | |
| LMAC-ZSmode=zero-shot, variant=CT2024.05 | 31.09 | 17.69 | 15.29 | 72 | 0.66 | 0.55 | 12.12 | 0.08 | |
| GradCam++mode=zero-shot2024.05 | 28.81 | 14.56 | 14.42 | 78 | 0.73 | 0.37 | 12.48 | 0.39 | |
| SmoothGradmode=zero-shot2024.05 | 23.13 | 20.58 | 13.73 | 79 | 0.64 | 0.52 | 12.12 | 0.0002 | |
| IGmode=zero-shot2024.05 | 21.53 | 22.41 | 12.76 | 74 | 0.6 | 0.77 | 11.53 | 0.01 | |
| GradCammode=zero-shot2024.05 | 17.83 | 31.78 | 12.05 | 78 | 0.42 | 0.76 | 11.51 | 0.13 |