Anomaly Detection on SIREN DCASE Tasks 2020-2025
74.26Performance 2020 (16k)BEATs
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BEATsPre-training Datasets=AS2M, Scale=Base, #Param.=90M2025.08 | 74.26 | 61.31 | 58.97 | 62.89 | 55.89 | 57.84 | 61.86 | 71.86 | |
| EATPre-training Datasets=AS2M, Scale=Large, #Param.=0.3B2025.08 | 73.94 | 57.47 | 58.54 | 61.66 | 57.89 | 60.01 | 61.58 | 74.28 | |
| ECHOPre-training Datasets=AS2M+MTG+FS*, Scale=Small, #Param.=22M2025.08 | 72.23 | 60.2 | 59.96 | 63.71 | 57.86 | 58.7 | 62.11 | 77.65 | |
| EATPre-training Datasets=AS2M, Scale=Base, #Param.=86M2025.08 | 72.13 | 57.79 | 58.57 | 59.69 | 57.12 | 59.75 | 60.84 | 74.15 | |
| FISHERPre-training Datasets=AS2M+MTG+M4A+FS, Scale=Tiny, #Param.=5.5M2025.08 | 70.64 | 58.51 | 57.11 | 58.46 | 55.34 | 57.69 | 59.62 | 75.71 | |
| FISHERPre-training Datasets=AS2M+MTG+M4A+FS, Scale=Small, #Param.=22M2025.08 | 70.54 | 59.51 | 59.79 | 61.83 | 55.66 | 58.68 | 61 | 76.86 | |
| ECHOPre-training Datasets=AS2M+MTG+FS*, Scale=Tiny, #Param.=5.5M2025.08 | 70.14 | 59.01 | 59.76 | 63.75 | 56.91 | 58.4 | 61.33 | 76.94 | |
| FISHERPre-training Datasets=AS2M+MTG+M4A+FS, Scale=Mini, #Param.=10M2025.08 | 69.98 | 58.39 | 57.91 | 60.35 | 55.91 | 56.9 | 59.91 | 75.5 | |
| DashengPre-training Datasets=AS2M+MTG, Scale=1.2B, #Param.=1.2B2025.08 | 69.48 | 57.06 | 57.29 | 61.23 | 57.13 | 57.12 | 59.88 | 75.48 | |
| DashengPre-training Datasets=+ACAV, Scale=Base, #Param.=86M2025.08 | 69.15 | 57.27 | 57.87 | 60.7 | 57.71 | 57.01 | 59.95 | 76.04 | |
| DashengPre-training Datasets=+VGG, Scale=0.6B, #Param.=0.6B2025.08 | 68.18 | 56.76 | 56.61 | 59.94 | 56.75 | 56.73 | 59.16 | 75.45 | |
| CEDPre-training Datasets=AS2M, Scale=Base, #Param.=86M2025.08 | 67.75 | 56.67 | 57.26 | 60.84 | 57.83 | 57.72 | 59.68 | 71.28 | |
| CEDPre-training Datasets=AS2M, Scale=Small, #Param.=22M2025.08 | 67.69 | 56.66 | 56.79 | 60.04 | 57.24 | 57.89 | 59.39 | 70.67 | |
| CEDPre-training Datasets=AS2M, Scale=Mini, #Param.=10M2025.08 | 67.59 | 56.35 | 57.03 | 59.85 | 56.39 | 57.43 | 59.11 | 70.08 | |
| CEDPre-training Datasets=AS2M, Scale=Tiny, #Param.=5.5M2025.08 | 67.21 | 56.17 | 56.77 | 59.61 | 56.19 | 57.82 | 58.96 | 69.76 |