Interpretation for Audio Classification on UrbanSound8K Mel-Masking US8K contamination (test)
42.7AILMAC-ZS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LMAC-ZSmode=zero-shot, variant=CT2024.05 | 42.7 | 12.02 | 25.78 | 42 | 0.76 | 87 | 8.91 | 7 | |
| LMAC-ZSmode=zero-shot, variant=Full2024.05 | 36.08 | 16.98 | 19.23 | 47 | 0.69 | 77 | 9 | 19 | |
| LMAC-ZSmode=zero-shot, variant=Full2024.05 | 34.53 | 14.13 | 20.32 | 39 | 0.8 | 88 | 8.72 | 8 | |
| LMAC-ZSmode=zero-shot, variant=CT2024.05 | 17.74 | 25.57 | 9.87 | 48 | 0.55 | 86 | 8.95 | 7 | |
| GradCam++mode=zero-shot2024.05 | 12.51 | 37.77 | 8.49 | 60 | 0.31 | 38 | 10.38 | 39 | |
| GradCam++mode=zero-shot2024.05 | 7.58 | 37.89 | 3.91 | 56 | 0.33 | 37 | 10.39 | 40 | |
| GradCammode=zero-shot2024.05 | 6.77 | 44.01 | 3.91 | 35 | 0.21 | 73 | 9.46 | 16 | |
| SmoothGradmode=zero-shot2024.05 | 3.55 | 49.01 | 1.6 | 4 | 0.11 | 31 | 10.52 | 3 | |
| GradCammode=zero-shot2024.05 | 2.64 | 48.43 | 1.43 | 27 | 0.12 | 77 | 9.42 | 13 | |
| IGmode=zero-shot2024.05 | 2.51 | 48.43 | 0.94 | 8 | 0.13 | 56 | 10.11 | 3 | |
| SmoothGradmode=zero-shot2024.05 | 2.16 | 50.12 | 1.14 | 5 | 0.08 | 32 | 10.51 | 4 | |
| IGmode=zero-shot2024.05 | 1.82 | 49.79 | 0.82 | 18 | 0.07 | 59 | 10.06 | 3 |