Few-shot classification on FSC-89 to LS-100 (Acc)
72.18AccuracyFOAC-AIFP
Evaluation Results
| Method | Links | |
|---|---|---|
| FOAC-AIFPWay-shot=5-way 5-shot2026.07 | 72.18 | |
| D-ProtoNetWay-shot=5-way 5-shot2026.07 | 71.19 | |
| L3-NetWay-shot=5-way 5-shot2026.07 | 69.42 | |
| TANEWay-shot=5-way 5-shot2026.07 | 61.78 | |
| OPPWay-shot=5-way 5-shot2026.07 | 58.71 | |
| OpenFEATWay-shot=5-way 5-shot2026.07 | 54.37 | |
| AMFONumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 45.79 | |
| METWay-shot=5-way 5-shot2026.07 | 43.51 | |
| GELWay-shot=5-way 5-shot2026.07 | 42.36 | |
| PITEL-CUSCNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 41.96 | |
| FEATWay-shot=5-way 5-shot2026.07 | 41.94 | |
| PANNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 39.37 | |
| ARPNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 37.66 | |
| CECNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 35.68 | |
| CLOMNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 35.68 | |
| LDCNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 34.55 | |
| DFSLNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 33.17 | |
| FACTNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 32.21 | |
| DSNNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 31.74 | |
| iCaRLNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 25.83 | |
| Finetune-CNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 25.63 | |
| Finetune-MNumber of ways=5, Number of shots=5, Evaluation protocol=Cross-dataset2026.07 | 23.78 |