Generalized Few-Shot Learning on miniImageNet GFSL
78.7Accuracy (Novel)MVCN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MVCNShots=10-shot2022.11 | 78.7 | 68.06 | 73.38 | — | — | — | |
| LCwoFShots=10-shot2022.11 | 76.71 | 62.86 | 69.78 | — | — | — | |
| MVCNShots=5-shot2022.11 | 75.2 | 67.62 | 71.22 | — | — | — | |
| XtarNetShots=10-shot2022.11 | 70.46 | 70.88 | 70.67 | — | — | — | |
| LCwoFShots=5-shot2022.11 | 68.58 | 64.53 | 66.55 | — | — | — | |
| AANShots=10-shot2022.11 | 66.33 | 62.49 | 64.41 | — | — | — | |
| DFSLShots=10-shot2022.11 | 66.04 | 69.87 | 67.95 | — | — | — | |
| XtarNetShots=5-shot2022.11 | 62.46 | 70.57 | 66.52 | — | — | — | |
| AANShots=5-shot2022.11 | 60.82 | 64.14 | 62.48 | — | — | — | |
| IWShots=5-shot2022.11 | 59.27 | 58.68 | 58.98 | — | — | — | |
| GcGPNShots=5-shot2022.11 | 56.32 | 59.3 | 57.81 | — | — | — | |
| LCwoFShots=1-shot2022.11 | 53.78 | 62.89 | 57.84 | — | — | — | |
| MVCNShots=1-shot2022.11 | 51.72 | 65.81 | 58.77 | — | — | — | |
| XtarNetShots=1-shot2022.11 | 47.04 | 64.17 | 55.61 | — | — | — | |
| DFSLShots=5-shot2022.11 | 46.96 | 58.92 | 52.94 | — | — | — | |
| IWShots=10-shot2022.11 | 45.85 | 72.53 | 59.19 | — | — | — | |
| AANShots=1-shot2022.11 | 45.61 | 63.92 | 54.76 | — | — | — | |
| IWShots=1-shot2022.11 | 41.32 | 58.04 | 49.68 | — | — | — | |
| GcGPNShots=1-shot2022.11 | 39.86 | 54.65 | 47.25 | — | — | — | |
| DFSLShots=1-shot2022.11 | 31.25 | 17.72 | 39.49 | — | — | — | |
| Few-Shot Learning with Global Class RepresentationsEvaluation Protocol=Generalized Few-Shot Learning2019.08 | — | — | — | 39.14 | 46.32 | 12.98 | |
| MNEvaluation Protocol=Generalized Few-Shot Learning2019.08 | — | — | — | 26.98 | 33.54 | 0.75 | |
| PNEvaluation Protocol=Generalized Few-Shot Learning2019.08 | — | — | — | 31.17 | 39.53 | 0.52 | |
| RNEvaluation Protocol=Generalized Few-Shot Learning2019.08 | — | — | — | 32.48 | 40.24 | 1.42 |