Audio Classification on UrbanSound8K (official 10 fold split)
97.96Accuracy (%)ASM-RH-I
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASM-RH-I2024.02 | 97.96 | 98.63 | — | |
| ERANN-2-6e2e=false, Pretrained=AudioSet, #Parameters[x10^6]=54.52022.04 | 90.8 | — | — | |
| EAT-Me2e=true, Pretrained=AudioSet, #Parameters[x10^6]=25.5, time[msec]=9.62022.04 | 90 | — | — | |
| EAT-M2024.02 | 90 | — | — | |
| ESResNeXt-fbspe2e=false, Pretrained=ImageNet+AudioSet, #Parameters[x10^6]=25, time[msec]=18.52022.04 | 89.14 | — | — | |
| EAT-Se2e=true, Pretrained=AudioSet, #Parameters[x10^6]=5.3, time[msec]=8.52022.04 | 88.1 | — | — | |
| ULTRAS#Param. (M)=89, Data (hrs)=2,000, Evaluation Protocol=Fine-tuning2026.04 | 86.07 | — | — | |
| EAT-Se2e=true, Pretrained=none, #Parameters[x10^6]=5.3, time[msec]=8.52022.04 | 85.5 | — | — | |
| EnCodecMAE#Param. (M)=86.6, Data (hrs)=11,000, Evaluation Protocol=Fine-tuning2026.04 | 85.42 | — | — | |
| ERANN-1-4e2e=false, Pretrained=none, #Parameters[x10^6]=24.12022.04 | 83.5 | — | — | |
| BEATs#Param. (M)=91, Data (hrs)=5,800, Evaluation Protocol=Fine-tuning2026.04 | 83.21 | — | — | |
| ESResnet-Atte2e=false, Pretrained=none, #Parameters[x10^6]=32.6, time[msec]=112022.04 | 82.76 | — | — | |
| transductive GMM-EMPrompt=single, Batch size=full, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 81.8 | — | 7.98 | |
| AemNet WM1.0e2e=true, Pretrained=none, #Parameters[x10^6]=52022.04 | 81.5 | — | — | |
| transductive GMM-EMPrompt=single, Batch size=256, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 81.13 | — | — | |
| transductive GMM-EMPrompt=ensemble, Batch size=full, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 81.1 | — | 7.82 | |
| transductive GMM-EMPrompt=ensemble, Batch size=256, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 80.55 | — | — | |
| transductive GMM-EMPrompt=single, Batch size=64, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 80.04 | — | — | |
| transductive GMM-EMPrompt=ensemble, Batch size=64, Evaluation protocol=Transductive GMM-EM, Iterations=32026.06 | 79.7 | — | — | |
| HuBERT#Param. (M)=95, Data (hrs)=960, Evaluation Protocol=Fine-tuning2026.04 | 77.61 | — | — | |
| CLAPPrompt=single, Evaluation protocol=Zero-shot2026.06 | 73.83 | — | — | |
| CLAPPrompt=ensemble, Evaluation protocol=Zero-shot2026.06 | 73.29 | — | — | |
| SSAST#Param. (M)=89, Data (hrs)=5,800, Evaluation Protocol=Fine-tuning2026.04 | 54.87 | — | — |