Synthetic Sound Detection on ESDD 2026 (Prog)
3.52EERFusion (11+12+14)
Evaluation results
| Method | Links | |
|---|---|---|
| Fusion (11+12+14)Fusion Strategy=Systems 11, 12, and 142025.12 | 3.52 | |
| Fusion (11+12)Fusion Strategy=Systems 11 and 122025.12 | 3.99 | |
| EAT Base_FT(AS2M)Backbone=EAT, Back-end=MHFA, Model Size=Base, Pre-training=AS2M Fine-tuned2025.12 | 4.6 | |
| EAT Large_FT(AS2M)Backbone=EAT, Back-end=MHFA, Model Size=Large, Pre-training=AS2M Fine-tuned2025.12 | 4.6 | |
| EAT Base_FT(AS2M)*Backbone=EAT, Back-end=MHFA-DSU, Model Size=Base, Pre-training=AS2M Fine-tuned, DSU (Feature Domain Augmentation)=true2025.12 | 4.77 | |
| EAT BaseBackbone=EAT, Back-end=MHFA, Model Size=Base2025.12 | 5.41 | |
| BEATs (FT-AS2M-CPT2)Backbone=BEATs, Back-end=MHFA, Pre-training=AS2M-CPT22025.12 | 5.65 | |
| EAT LargeBackbone=EAT, Back-end=MHFA, Model Size=Large2025.12 | 5.68 | |
| BEATs (FT-AS2M-CPT1)Backbone=BEATs, Back-end=MHFA, Pre-training=AS2M-CPT12025.12 | 6.06 | |
| MAE++ BaseBackbone=MAE++, Back-end=MHFA, Model Size=Base2025.12 | 6.46 | |
| BEATsBackbone=BEATs, Back-end=MHFA2025.12 | 7.1 | |
| BEATs+AASISTBackbone=BEATs, Back-end=AASIST2025.12 | 14.21 | |
| AASISTBackbone=AASIST2025.12 | 15.26 |