Few-shot Open-set Audio Classification on Domestic Environments
87.32AccuracyFOAC-AIFP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FOAC-AIFPSetting=5-way 5-shot2026.07 | 87.32 | 71.58 | |
| FEATSetting=5-way 5-shot2026.07 | 87.31 | 65.81 | |
| OPPSetting=5-way 5-shot2026.07 | 85.4 | 65.57 | |
| METSetting=5-way 5-shot2026.07 | 84.76 | 56.24 | |
| D-ProtoNetSetting=5-way 5-shot2026.07 | 80.62 | 71.44 | |
| FOAC-AIFPSetting=5-way 1-shot2026.07 | 79.51 | 70.33 | |
| OPPSetting=5-way 1-shot2026.07 | 77.79 | 64.04 | |
| FEATSetting=5-way 1-shot2026.07 | 77.53 | 64.62 | |
| L3-NetSetting=5-way 5-shot2026.07 | 77.49 | 70.35 | |
| GELSetting=5-way 1-shot2026.07 | 76.2 | 58.15 | |
| GELSetting=5-way 5-shot2026.07 | 74.29 | 68.71 | |
| TANESetting=5-way 5-shot2026.07 | 74 | 69.98 | |
| L3-NetSetting=5-way 1-shot2026.07 | 73.42 | 69.15 | |
| TANESetting=5-way 1-shot2026.07 | 73.24 | 69.38 | |
| OpenFEATSetting=5-way 5-shot2026.07 | 70.88 | 53.29 | |
| D-ProtoNetSetting=5-way 1-shot2026.07 | 70.47 | 69.11 | |
| METSetting=5-way 1-shot2026.07 | 70.25 | 55.15 | |
| OpenFEATSetting=5-way 1-shot2026.07 | 66.13 | 53.2 |