Few-shot classification on FSC-89 → NSynth-100 (Acc)
74.2AccuracyFOAC-AIFP
Evaluation Results
| Method | Links | |
|---|---|---|
| FOAC-AIFPWay-shot=5-way 5-shot2026.07 | 74.2 | |
| L3-NetWay-shot=5-way 5-shot2026.07 | 72.62 | |
| D-ProtoNetWay-shot=5-way 5-shot2026.07 | 70.13 | |
| OPPWay-shot=5-way 5-shot2026.07 | 67.8 | |
| GELWay-shot=5-way 5-shot2026.07 | 66.1 | |
| TANEWay-shot=5-way 5-shot2026.07 | 61.43 | |
| FOAC-AIFPWay-shot=5-way 5-shot2026.07 | 56.98 | |
| L3-NetWay-shot=5-way 5-shot2026.07 | 56.07 | |
| D-ProtoNetWay-shot=5-way 5-shot2026.07 | 49.28 | |
| METWay-shot=5-way 5-shot2026.07 | 45.85 | |
| TANEWay-shot=5-way 5-shot2026.07 | 43.14 | |
| PITEL-CUSCNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 42.41 | |
| OPPWay-shot=5-way 5-shot2026.07 | 42.01 | |
| METWay-shot=5-way 5-shot2026.07 | 41.26 | |
| AMFONumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 41.22 | |
| FEATWay-shot=5-way 5-shot2026.07 | 40.75 | |
| PANNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 40.31 | |
| LDCNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 40.23 | |
| GELWay-shot=5-way 5-shot2026.07 | 39.7 | |
| FACTNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 39.45 | |
| FEATWay-shot=5-way 5-shot2026.07 | 39.38 | |
| CLOMNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 38.71 | |
| CECNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 36.52 | |
| DSNNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 34.63 | |
| ARPNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 34.32 | |
| DFSLNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 32.08 | |
| iCaRLNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 26.53 | |
| OpenFEATWay-shot=5-way 5-shot2026.07 | 25.64 | |
| Finetune-CNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 25.16 | |
| Finetune-MNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 23.32 | |
| OpenFEATWay-shot=5-way 5-shot2026.07 | 21.65 |