Anomalous Sound Detection on DCASE ASD 2020-2025 (dev and evaluation)
69.25Overall Performance ScoreLDN + VarMin
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDN + VarMinEmbedding Model=Direct-ACT, Normalization=LDN+VarMin, K=22026.02 | 69.25 | — | |
| LDN + VarMin + CEDEmbedding Model=Direct-ACT, Normalization=LDN+VarMin+CED, K=642026.02 | 69.24 | -0.01 | |
| LDN + VarMin + CEDEmbedding Model=BEATs, Normalization=LDN+VarMin+CED, K=642026.02 | 69.2 | 0.25 | |
| LDN + VarMinEmbedding Model=BEATs, Normalization=LDN+VarMin, K=22026.02 | 68.95 | — | |
| LDN + CEDEmbedding Model=BEATs, Normalization=LDN+CED, K=642026.02 | 68.36 | 0.32 | |
| LDNEmbedding Model=BEATs, Normalization=LDN, K=22026.02 | 68.04 | — | |
| LDN + CEDEmbedding Model=Direct-ACT, Normalization=LDN+CED, K=642026.02 | 67.91 | 0.12 | |
| LDNEmbedding Model=Direct-ACT, Normalization=LDN, K=22026.02 | 67.79 | — | |
| LDN + VarMin + CEDEmbedding Model=Average Performance, Normalization=LDN+VarMin+CED, K=642026.02 | 66.96 | 0.07 | |
| LDN + VarMinEmbedding Model=Average Performance, Normalization=LDN+VarMin, K=22026.02 | 66.89 | — | |
| LDN + CEDEmbedding Model=Average Performance, Normalization=LDN+CED, K=642026.02 | 66.09 | 0.19 | |
| LDNEmbedding Model=Average Performance, Normalization=LDN, K=22026.02 | 65.9 | — | |
| LDN + VarMinEmbedding Model=EAT, Normalization=LDN+VarMin, K=22026.02 | 65.88 | — | |
| LDN + VarMin + CEDEmbedding Model=EAT, Normalization=LDN+VarMin+CED, K=642026.02 | 65.8 | -0.08 | |
| LDN + VarMin + CEDEmbedding Model=OpenL3, Normalization=LDN+VarMin+CED, K=642026.02 | 65.75 | 0.19 | |
| No NormalizationEmbedding Model=Direct-ACT, Normalization=None2026.02 | 65.58 | — | |
| LDN + VarMinEmbedding Model=OpenL3, Normalization=LDN+VarMin, K=22026.02 | 65.56 | — | |
| LDN + CEDEmbedding Model=EAT, Normalization=LDN+CED, K=642026.02 | 65.14 | 0.12 | |
| No NormalizationEmbedding Model=BEATs, Normalization=None2026.02 | 65.02 | — | |
| LDNEmbedding Model=EAT, Normalization=LDN, K=22026.02 | 64.99 | — | |
| LDN + CEDEmbedding Model=OpenL3, Normalization=LDN+CED, K=642026.02 | 64.88 | 0.26 | |
| LDN + VarMin + CEDEmbedding Model=Dasheng, Normalization=LDN+VarMin+CED, K=642026.02 | 64.86 | 0.05 | |
| LDN + VarMinEmbedding Model=Dasheng, Normalization=LDN+VarMin, K=22026.02 | 64.81 | — | |
| LDNEmbedding Model=OpenL3, Normalization=LDN, K=22026.02 | 64.62 | — | |
| LDN + CEDEmbedding Model=Dasheng, Normalization=LDN+CED, K=642026.02 | 64.18 | 0.11 | |
| LDNEmbedding Model=Dasheng, Normalization=LDN, K=22026.02 | 64.07 | — | |
| No NormalizationEmbedding Model=Average Performance, Normalization=None2026.02 | 62.9 | — | |
| No NormalizationEmbedding Model=EAT, Normalization=None2026.02 | 61.82 | — | |
| No NormalizationEmbedding Model=OpenL3, Normalization=None2026.02 | 61.77 | — | |
| No NormalizationEmbedding Model=Dasheng, Normalization=None2026.02 | 60.27 | — |