Semi-supervised Few-shot Classification on miniImageNet (test) (Labeled Ratio)
64.84Accuracy (20% Labeled)Ours(T) (EGNN + TMDlayer + Transduction)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours(T) (EGNN + TMDlayer + Transduction)Transduction=Yes, Shot=5-shot, Way=5-way2021.08 | 64.84 | 66.43 | 68.62 | 77.78 | |
| EGNN-semi(T)Transduction=Yes, Shot=5-shot, Way=5-way2021.08 | 63.62 | 64.32 | 66.37 | 76.37 | |
| Ours (EGNN + TMDlayer)Transduction=No, Shot=5-shot, Way=5-way2021.08 | 63.14 | 64.32 | 64.83 | 68.35 | |
| EGNN-semiTransduction=No, Shot=5-shot, Way=5-way2021.08 | 61.88 | 62.52 | 63.53 | 66.85 | |
| GNN-semiTransduction=No, Shot=5-shot, Way=5-way2021.08 | 52.45 | 58.76 | — | 66.41 |