Audio Classification on ESC-Actions
91.5AccuracyDataset β with pruning
Evaluation Results
| Method | Links | |
|---|---|---|
| Dataset β with pruningsetting=common weighting vector, pruning=true2026.01 | 91.5 | |
| Dataset βsetting=common weighting vector, NS=size of dataset2026.01 | 90.5 | |
| Majority votingweighting=entropy-weighting2026.01 | 90.3 | |
| Majority votingpruning=true2026.01 | 90.3 | |
| Average text embeddingpruning=true2026.01 | 90.3 | |
| Average text embeddingensemble_type=standard2026.01 | 90 | |
| Average text embeddingweighting=entropy-weighting2026.01 | 90 | |
| Single-sample βsetting=per-sample weighting, NS=12026.01 | 90 | |
| Majority votingensemble_type=standard2026.01 | 89.5 | |
| Zero-Shot Predictiontemplate=This is a sound of {class}2026.01 | 87.7 |