Few-shot Audio Classification on FSC-89, NSynth-100, and LS-100 (5-way 5-shot)
74.2AccuracyFOAC-AIFP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FOAC-AIFPMACs (million)=2259, AIT (second)=3.37, NP (million)=15.02, Setting=FS→NS2026.07 | 74.2 | 66.97 | |
| L3-NetMACs (million)=1973, AIT (second)=3.24, NP (million)=11.33, Setting=FS→NS2026.07 | 72.62 | 63.47 | |
| FOAC-AIFPMACs (million)=2259, AIT (second)=3.37, NP (million)=15.02, Setting=FS→LS2026.07 | 72.18 | 63.11 | |
| D-ProtoNetMACs (million)=1973, AIT (second)=3.40, NP (million)=11.37, Setting=FS→LS2026.07 | 71.19 | 63.03 | |
| D-ProtoNetMACs (million)=1973, AIT (second)=3.40, NP (million)=11.37, Setting=FS→NS2026.07 | 70.13 | 58.16 | |
| L3-NetMACs (million)=1973, AIT (second)=3.24, NP (million)=11.33, Setting=FS→LS2026.07 | 69.42 | 60.97 | |
| OPPMACs (million)=30103, AIT (second)=7.66, NP (million)=24.49, Setting=FS→NS2026.07 | 67.8 | 50.91 | |
| FOAC-AIFPMACs (million)=2259, AIT (second)=3.37, NP (million)=15.02, Setting=LS→NS2026.07 | 67.23 | 65.35 | |
| GELMACs (million)=28268, AIT (second)=7.54, NP (million)=11.59, Setting=FS→NS2026.07 | 66.1 | 65.27 | |
| D-ProtoNetMACs (million)=1973, AIT (second)=3.40, NP (million)=11.37, Setting=LS→NS2026.07 | 65.76 | 65.19 | |
| OPPMACs (million)=30103, AIT (second)=7.66, NP (million)=24.49, Setting=LS→NS2026.07 | 65.65 | 52.68 | |
| TANEMACs (million)=30102, AIT (second)=7.14, NP (million)=15.86, Setting=LS→NS2026.07 | 64.41 | 54.62 | |
| GELMACs (million)=28268, AIT (second)=7.54, NP (million)=11.59, Setting=LS→NS2026.07 | 64.11 | 63.63 | |
| L3-NetMACs (million)=1973, AIT (second)=3.24, NP (million)=11.33, Setting=LS→NS2026.07 | 63.06 | 62.9 | |
| TANEMACs (million)=30102, AIT (second)=7.14, NP (million)=15.86, Setting=FS→LS2026.07 | 61.78 | 53.79 | |
| TANEMACs (million)=30102, AIT (second)=7.14, NP (million)=15.86, Setting=FS→NS2026.07 | 61.43 | 51.38 | |
| FOAC-AIFPMACs (million)=2259, AIT (second)=3.37, NP (million)=15.02, Setting=NS→LS2026.07 | 61.28 | 57.63 | |
| OPPMACs (million)=30103, AIT (second)=7.66, NP (million)=24.49, Setting=FS→LS2026.07 | 58.71 | 52.14 | |
| L3-NetMACs (million)=1973, AIT (second)=3.24, NP (million)=11.33, Setting=NS→LS2026.07 | 58.5 | 41.82 | |
| FOAC-AIFPMACs (million)=2259, AIT (second)=3.37, NP (million)=15.02, Setting=NS→FS2026.07 | 56.98 | 54.94 | |
| L3-NetMACs (million)=1973, AIT (second)=3.24, NP (million)=11.33, Setting=NS→FS2026.07 | 56.07 | 45.21 | |
| FEATMACs (million)=7241, AIT (second)=4.41, NP (million)=12.38, Setting=LS→NS2026.07 | 55.13 | 56.32 | |
| OpenFEATMACs (million)=28213, AIT (second)=6.63, NP (million)=11.34, Setting=FS→LS2026.07 | 54.37 | 56.12 | |
| GELMACs (million)=28268, AIT (second)=7.54, NP (million)=11.59, Setting=NS→LS2026.07 | 53.27 | 56.27 | |
| METMACs (million)=7242, AIT (second)=4.55, NP (million)=12.38, Setting=LS→NS2026.07 | 53.11 | 60 | |
| D-ProtoNetMACs (million)=1973, AIT (second)=3.40, NP (million)=11.37, Setting=NS→LS2026.07 | 51.87 | 53.92 | |
| D-ProtoNetMACs (million)=1973, AIT (second)=3.40, NP (million)=11.37, Setting=NS→FS2026.07 | 49.28 | 46.7 | |
| OpenFEATMACs (million)=28213, AIT (second)=6.63, NP (million)=11.34, Setting=LS→NS2026.07 | 48.82 | 62.88 | |
| FOAC-AIFPMACs (million)=2259, AIT (second)=3.37, NP (million)=15.02, Setting=LS→FS2026.07 | 48.28 | 44.13 | |
| METMACs (million)=7242, AIT (second)=4.55, NP (million)=12.38, Setting=NS→FS2026.07 | 45.85 | 43.89 | |
| D-ProtoNetMACs (million)=1973, AIT (second)=3.40, NP (million)=11.37, Setting=LS→FS2026.07 | 44.44 | 42.03 | |
| L3-NetMACs (million)=1973, AIT (second)=3.24, NP (million)=11.33, Setting=LS→FS2026.07 | 43.57 | 43.57 | |
| METMACs (million)=7242, AIT (second)=4.55, NP (million)=12.38, Setting=FS→LS2026.07 | 43.51 | 37.08 | |
| OPPMACs (million)=30103, AIT (second)=7.66, NP (million)=24.49, Setting=LS→FS2026.07 | 43.39 | 40.98 | |
| TANEMACs (million)=30102, AIT (second)=7.14, NP (million)=15.86, Setting=NS→FS2026.07 | 43.14 | 53.62 | |
| FEATMACs (million)=7241, AIT (second)=4.41, NP (million)=12.38, Setting=NS→LS2026.07 | 42.76 | 54.33 | |
| OPPMACs (million)=30103, AIT (second)=7.66, NP (million)=24.49, Setting=NS→LS2026.07 | 42.59 | 50.98 | |
| GELMACs (million)=28268, AIT (second)=7.54, NP (million)=11.59, Setting=FS→LS2026.07 | 42.36 | 44.63 | |
| TANEMACs (million)=30102, AIT (second)=7.14, NP (million)=15.86, Setting=LS→FS2026.07 | 42.24 | 38.4 | |
| OPPMACs (million)=30103, AIT (second)=7.66, NP (million)=24.49, Setting=NS→FS2026.07 | 42.01 | 52.77 | |
| FEATMACs (million)=7241, AIT (second)=4.41, NP (million)=12.38, Setting=FS→LS2026.07 | 41.94 | 42.18 | |
| METMACs (million)=7242, AIT (second)=4.55, NP (million)=12.38, Setting=FS→NS2026.07 | 41.26 | 36.38 | |
| METMACs (million)=7242, AIT (second)=4.55, NP (million)=12.38, Setting=LS→FS2026.07 | 41.06 | 42.52 | |
| GELMACs (million)=28268, AIT (second)=7.54, NP (million)=11.59, Setting=LS→FS2026.07 | 41.05 | 41.04 | |
| FEATMACs (million)=7241, AIT (second)=4.41, NP (million)=12.38, Setting=NS→FS2026.07 | 40.75 | 50.26 | |
| GELMACs (million)=28268, AIT (second)=7.54, NP (million)=11.59, Setting=NS→FS2026.07 | 39.7 | 33.66 | |
| FEATMACs (million)=7241, AIT (second)=4.41, NP (million)=12.38, Setting=FS→NS2026.07 | 39.38 | 30.82 | |
| OpenFEATMACs (million)=28213, AIT (second)=6.63, NP (million)=11.34, Setting=NS→LS2026.07 | 38.28 | 35.56 | |
| METMACs (million)=7242, AIT (second)=4.55, NP (million)=12.38, Setting=NS→LS2026.07 | 35.83 | 33.22 | |
| FEATMACs (million)=7241, AIT (second)=4.41, NP (million)=12.38, Setting=LS→FS2026.07 | 35.78 | 30.17 | |
| TANEMACs (million)=30102, AIT (second)=7.14, NP (million)=15.86, Setting=NS→LS2026.07 | 33.72 | 22.19 | |
| OpenFEATMACs (million)=28213, AIT (second)=6.63, NP (million)=11.34, Setting=LS→FS2026.07 | 32.6 | 31.69 | |
| OpenFEATMACs (million)=28213, AIT (second)=6.63, NP (million)=11.34, Setting=NS→FS2026.07 | 25.64 | 22.14 | |
| OpenFEATMACs (million)=28213, AIT (second)=6.63, NP (million)=11.34, Setting=FS→NS2026.07 | 21.65 | 23.86 |