Environmental Sound Classification on ESC-50 (test)
94.8Top-1 FidelityLAION-CLAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LAION-CLAPzero-shot=true2024.06 | 94.8 | — | — | |
| CLAP2023zero-shot=true2024.06 | 93.9 | — | — | |
| Pengizero-shot=true2024.06 | 91.95 | — | — | |
| LTUzero-shot=false, note=Used test task data during training2024.06 | 83.1 | — | — | |
| CLAP2022zero-shot=true2024.06 | 82.61 | — | — | |
| Proto-LCzero-shot=true2024.06 | 77.01 | — | — | |
| M2D-CLAPmasking_ratio=0.7, zero-shot=true2024.06 | 75.45 | — | — | |
| FLINT2022.02 | 73.5 | 89.1 | 93.4 | |
| L2I + Theta_MAX2022.02 | 73.3 | 87.8 | 92.7 | |
| AudioCLIPzero-shot=false, note=Used test task data during training2024.06 | 68.78 | — | — | |
| L2I + Theta_ATT2022.02 | 65.7 | 81.8 | 88.2 | |
| WavCapszero-shot=true2024.06 | 50 | — | — | |
| Wav2CLIPzero-shot=true2024.06 | 41.4 | — | — | |
| VIBI2022.02 | 27.7 | 45.4 | 53 |