Audio Classification on ESC-50 (official 5-fold)
94.75Top-1 Accuracytransductive GMM-EM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| transductive GMM-EMPrompt=ensemble, Batch size=full, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 94.75 | 5.65 | |
| transductive GMM-EMPrompt=single, Batch size=full, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 94.3 | 9.15 | |
| transductive GMM-EMPrompt=ensemble, Batch size=256, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 93.92 | — | |
| transductive GMM-EMPrompt=single, Batch size=256, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 93.05 | — | |
| CLAPPrompt=ensemble, Evaluation protocol=Zero-shot2026.06 | 89.1 | — | |
| transductive GMM-EMPrompt=ensemble, Batch size=64, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 88.7 | — | |
| transductive GMM-EMPrompt=single, Batch size=64, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 87.05 | — | |
| CLAPPrompt=single, Evaluation protocol=Zero-shot2026.06 | 85.15 | — |